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BEYOND SUPERVISED LEARNING IN REMOTE SENSING: A SYSTEMATIC REVIEW OF DEEP LEARNING APPROACHES

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@article{BeyondSL,
	title = {BEYOND SUPERVISED LEARNING IN REMOTE SENSING: A SYSTEMATIC REVIEW OF DEEP LEARNING APPROACHES},
	issn = {2151-1535},
	url = {https://ieeexplore.ieee.org/abstract/document/10255122},
	doi = {10.1109/JSTARS.2023.3316733},
	shorttitle = {{BEYOND} {SUPERVISED} {LEARNING} {IN} {REMOTE} {SENSING}},
	pages = {1--22},
	journaltitle = {{IEEE} Journal of Selected Topics in Applied Earth Observations and Remote Sensing},
	author = {Hosseiny, Benyamin and Mahdianpari, Masoud and Hemati, Mohammadali and Radman, Ali and Mohammadimanesh, Fariba and Chanussot, Jocelyn},
	urldate = {2023-11-26},
	date = {2023}
 }

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510	Forest Disturbance Detection via Self-supervised and Transfer Learning with Sentinel-1&2 Images	IEEE JSTARS	2024	Codes	Self-Supervised	Reconstruction	MSI (S2)	MR		Classification
509	Forest Disturbance Detection via Self-supervised and Transfer Learning with Sentinel-1&2 Images	IEEE JSTARS	2024	Codes	Self-Supervised	Contrastive	Multisensor (S1&S2)	MR		Forest Change
508	Self-supervised pre-training for large-scale crop mapping using Sentinel-2 time series	ISPRS J	2024	Codes	Self-Supervised	Contrastive	MSI	MR		Crop classification
507	Deep Active Learning for Multi-Label Classification of Remote Sensing Images	IEEE GRSL	2023		Semi-Supervised (Active)	Hybrid (BCE+[Multilabel uncertainty])	RGB	VHR		Multi-label classification
506	Near Real-Time Flood Mapping with Weakly Supervised Machine Learning	Remote Sensing	2023	Codes	Weakly Supervised		RGB-IR	HR		Flood
505	Hypergraph Regularized Deep Autoencoder for Unsupervised Unmixing HSI Images	Journal of Donghua University (English Edition)	2022		unsupervised		HSI			Unmixing
504	Image restoration for optical synthetic aperture system via patched maximum–minimum intensity prior and unsupervised DenoiseNet	Optics Communications	2022		unsupervised					Denoising
503	Unsupervised Deep Learning for Random Noise Attenuation of Seismic Data	IEEE GRSL	2022		unsupervised					Denoising
502	Noisy2Noisy: Denoise Pre-Stack Seismic Data Without Paired Training Data with Labels	IEEE GRSL	2022		unsupervised					Denoising
501	HSI Image Denoising via Tensor Low-Rank Prior and Unsupervised Deep Spatial-Spectral Prior	IEEE TGRS	2022		unsupervised		HSI			Denoising
500	Self-Supervised Denoising for Real Satellite HSI Imagery	Remote Sensing	2022		self supervised		HSI			Denoising
499	Multi-scale detail injection-based improved generative adversarial networks for pansharpening	T&F IJRS	2022		unsupervised		multisprctral			Super resolution
498	Unsupervised Pansharpening Method Using Residual Network With Spatial Texture Attention	IEEE TGRS	2022		unsupervised		multisprctral	HR		Super resolution
497	Superpixel Consistency Saliency Map Generation for Weakly Supervised Semantic Segmentation of Remote Sensing Images	IEEE TGRS	2022		Weakly Supervised					Super resolution
496	Cross-Resolution Semi-Supervised Adversarial Learning for Pansharpening	IEEE TGRS	2022	Codes	semi supervised		multisprctral	HR		Super resolution
495	Self-FuseNet: Data Free Unsupervised Remote Sensing Image Super-Resolution	IEEE JSTARS	2022	Codes	unsupervised		multisprctral	LR		Super resolution
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490	W-NetPan: Double-U network for inter-sensor self-supervised pan-sharpening	Neurocomputing	2022	Codes	self supervised		multisprctral	MR		Super resolution
489	Mun-GAN: A Multiscale Unsupervised Network for Remote Sensing Image Pansharpening	IEEE TGRS	2022		unsupervised		multisprctral			Super resolution
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482	MID: A Novel Mountainous Remote Sensing Imagery Registration Dataset Assessed by a Coarse-to-Fine Unsupervised Cascading Network	Remote Sensing	2022		unsupervised					Registration
481	Self-Supervised Keypoint Detection and Cross-Fusion Matching Networks for Multimodal Remote Sensing Image Registration	Remote Sensing	2022		self supervised		multi-sensor			Registration
480	Deep HSI and MSI Image Fusion With Inter-Image Variability	IEEE TGRS	2022	Codes	unsupervised		multi-sensor			Fusion
479	Dual-Task Interactive Learning for Unsupervised Spatio-Temporal-Spectral Fusion of Remote Sensing Images	IEEE TGRS	2022		unsupervised					Fusion
478	Unsupervised Deep Tensor Network for HSI–MSI Image Fusion	IEEE TNNLS	2022		unsupervised		multi-sensor			Fusion
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471	Weakly Supervised Discriminative Learning With Spectral Constrained Generative Adversarial Network for HSI Anomaly Detection	IEEE TNNLS	2022		Weakly Supervised		HSI			Anomaly detection
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467	Unsupervised HSI band selection with deep autoencoder unmixing	International Journal of Image and Data Fusion	2022		unsupervised		HSI			dimension reduction/unmixing
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463	MS2A-Net: Multiscale Spectral-Spatial Association Network for HSI Image Clustering	IEEE JSTARS	2022		unsupervised		HSI			dimension reduction
462	Unsupervised deep learning of landscape typologies from remote sensing images and other continuous spatial data	Environmental Modelling and Software	2022	Codes	unsupervised		MSI	MR		dimension reduction
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458	Application of HSI imaging and deep learning for robust prediction of sugar and ph levels in wine grape berries	Sensors	2021		Transfer	MSE	HSI	VHR	agriculture	Regression
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452	DSFA: cross-scene domain style and feature adaptation for landslide detection from high spatial resolution images	International Journal of Digital Earth	2022		Transfer Learning					Target detection
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440	A 3-D-Swin Transformer-Based Hierarchical Contrastive Learning Method for HSI Image Classification	IEEE TGRS	2022		Self-Supervised		HSI			Classification
439	Grouped Subspace Linear Semantic Alignment for HSI Image Transfer Learning	IEEE TGRS	2022		Transfer Learning		HSI			Classification
438	MS$^{2}$A-Net: Multiscale Spectral–Spatial Association Network for HSI Image Clustering	IEEE JSTARS	2022	Codes	unsupervised		HSI			Classification
437	Semantic-Aware Dense Representation Learning for Remote Sensing Image Change Detection	IEEE TGRS	2022	Codes	Self-Supervised		RGB	HR		Change Detection
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435	Self-Supervised Feature Representation and Few-Shot Land Cover Classification of Multimodal Remote Sensing Images	IEEE TGRS	2022		Transfer Learning		Multi-sensor			Classification
434	Weakly Supervised Region of Interest Extraction Based on Uncertainty-Aware Self-Refinement Learning for Remote Sensing Images	IEEE TGRS	2022		Weakly Supervised					Change Detection
433	A Self-Supervised Approach to Pixel-Level Change Detection in Bi-Temporal RS Images	IEEE TGRS	2022		Self-Supervised	hybrid	MSI	MR		Change Detection
432	Generative Adversarial Networks Under CutMix Transformations for Multimodal Change Detection	IEEE GRSL	2022		unsupervised					Change Detection
431	Reliable Contrastive Learning for Semi-Supervised Change Detection in Remote Sensing Images	IEEE TGRS	2022	Codes	Semi supervised					Change Detection
430	DroneSegNet: Robust Aerial Semantic Segmentation for UAV-Based IoT Applications	IEEE Transactions on Vehicular Technology	2022		Semi supervised		RGB	VHR		Classification
429	MAGE: Multisource Attention Network With Discriminative Graph and Informative Entities for Classification of HSI and LiDAR Data	IEEE TGRS	2022	Codes	Semi supervised		Multi-sensor	VHR	Urban	Classification
428	Deep Bilateral Filtering Network for Point-Supervised Semantic Segmentation in Remote Sensing Images	IEEE TIP	2022	Codes	Weakly Supervised					Classification
427	Semantic Segmentation of Remote Sensing Images With Self-Supervised Semantic-Aware Inpainting	IEEE GRSL	2022	Codes	Self-Supervised					Classification
426	Global GDP Prediction With Night-Lights and Transfer Learning	IEEE JSTARS	2022		Transfer Learning					Regression
425	A Superpixel-Guided Unsupervised Fast Semantic Segmentation Method of Remote Sensing Images	IEEE GRSL	2022		unsupervised					Classification/super resolution
424	PANet: Pixelwise Affinity Network for Weakly Supervised Building Extraction From High-Resolution Remote Sensing Images	IEEE GRSL	2022		Weakly Supervised		RGB	VHR	Urban	target detection
423	Structure-Aware Weakly Supervised Network for Building Extraction From Remote Sensing Images	IEEE TGRS	2022		Weakly Supervised	Hybrid	RGB	VHR	Urban	target detection
422	Offshore Petroleum Leaking Source Detection Method From Remote Sensing Data via Deep Reinforcement Learning With Knowledge Transfer	IEEE JSTARS	2022		Transfer Learning		SAR			target detection
421	Semi-Active Convolutional Neural Networks for HSI Image Classification	IEEE TGRS	2022		semi supervised		HSI			Classification
420	Deep SURE for Unsupervised Remote Sensing Image Fusion	IEEE TGRS	2022	Codes	unsupervised	Hybrid	Multi-sensor			fusion
419	GSCCTL: a general semi-supervised scene classification method for remote sensing images based on clustering and transfer learning	T&F IJRS	2022		semi supervised	CE	RGB	VHR	Urban	Classification
418	MSG-SR-Net: A Weakly Supervised Network Integrating Multiscale Generation and Superpixel Refinement for Building Extraction from High-Resolution Remotely Sensed Imageries	IEEE JSTARS	2022		Weakly Supervised	CE	RGB	VHR	Urban	target detection/super resolution
417	Pansharpening by Convolutional Neural Networks in the Full Resolution Framework	IEEE TGRS	2022	Codes	unsupervised	Hybrid	MSI	VHR	Urban	Super resolution
416	Two-Stage Cross-Modality Transfer Learning Method for Military-Civilian SAR Ship Recognition	IEEE GRSL	2022		Transfer Learning	Hybrid	SAR	VHR	water	target detection
415	DisOptNet: Distilling Semantic Knowledge From Optical Images for Weather-Independent Building Segmentation	IEEE TGRS	2022	Codes	Transfer Learning	Hybrid	Multi-sensor	VHR	Urban	Classification
414	An Unsupervised Laplacian Pyramid Network for Radiometrically Accurate Data Fusion of HSI and MSI Imagery	IEEE TGRS	2022		unsupervised	Hybrid	Multi-sensor			Fusion
413	Meta-Learning Based HSI Target Detection Using Siamese Network	IEEE TGRS	2022		Transfer Learning	Hybrid	HSI			target detection
412	Bounding Box-Free Instance Segmentation Using Semi-Supervised Iterative Learning for Vehicle Detection	IEEE JSTARS	2022		semi supervised	CE	RGB	VHR	Urban	target detection
411	Semantic Segmentation of Terrestrial Laser Scanning Point Clouds Using Locally Enhanced Image-Based Geometric Representations	IEEE TGRS	2022		Transfer Learning	Other	Lidar	VHR	Urban	Classification
410	Siamese Detail Difference and Self-Inverse Network for Forest Cover Change Extraction Based on Landsat 8 OLI Satellite Images	Remote Sensing	2022		Transfer Learning		MSI	MR	Forest	Change Detection
409	SRSe-Net: Super-Resolution-Based Semantic Segmentation Network for Green Tide Extraction	Remote Sensing	2022		Transfer Learning	MSE	MSI	LR	Water	target detection/super resolution
408	ClassHyPer: ClassMix-Based Hybrid Perturbations for Deep Semi-Supervised Semantic Segmentation of Remote Sensing Imagery	Remote Sensing	2022	Codes	semi supervised	Hybrid	HSI	VHR	Urban	Classification
407	Mapping of Dwellings in IDP/Refugee Settlements from Very High-Resolution Satellite Imagery Using a Mask Region-Based Convolutional Neural Network	Remote Sensing	2022		Transfer Learning	Hybrid	MSI	VHR	Urban	target detection
406	Built-Up Area Change Detection Using Multi-Task Network with Object-Level Refinement	Remote Sensing	2022	Codes	Transfer Learning	CE	RGB	VHR	Urban	Change Detection
405	RSMT: A Remote Sensing Image-to-Map Translation Model via Adversarial Deep Transfer Learning	Remote Sensing	2022		Transfer Learning	Hybrid	RGB		Urban	Classification
404	Graph-Based Embedding Smoothing Network for Few-Shot Scene Classification of Remote Sensing Images	Remote Sensing	2022		Transfer Learning	CE	RGB			Classification
403	A novel unsupervised binary change detection method for VHR optical remote sensing imagery over urban areas	JAG	2022		Transfer Learning	CE	RGB	VHR	Urban	Change Detection
402	HSI Image Classification Based on 3D Asymmetric Inception Network with Data Fusion Transfer Learning	Remote Sensing	2022	Codes	Transfer Learning	CE	HSI			Classification/fusion
401	Unsupervised Data Fusion with Deeper Perspective: A Novel Multisensor Deep Clustering Algorithm	IEEE JSTARS	2022	Codes	unsupervised	Hybrid	Multi-sensor			Fusion
400	Automated Geological Landmarks Detection on Mars Using Deep Domain Adaptation From Lunar High-Resolution Satellite Images	IEEE JSTARS	2022		Transfer Learning	Hybrid		VHR		target detection
399	Unsupervised Balanced Hash Codes Learning With Multichannel Feature Fusion	IEEE JSTARS	2022		unsupervised	Hybrid	Multi-sensor			Regression
398	Improved semi-supervised UNet deep learning model for forest height mapping with satellite SAR and optical data	IEEE JSTARS	2022	Codes	semi supervised	MSE	Multi-sensor	MR	Forest	Regression
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396	FMWDCT: Foreground Mixup into Weighted Dual-network Cross Training for Semi-supervised Remote Sensing Road Extraction	IEEE JSTARS	2022		semi supervised	Hybrid	RGB		Urban	target detection
395	RFA-Net: Reconstructed Feature Alignment Network for Domain Adaptation Object Detection in Remote Sensing Imagery	IEEE JSTARS	2022		Transfer Learning	Contrastive	RGB			target detection
394	A Self-Trained Model for Cloud, Shadow and Snow Detection in Sentinel-2 Images of Snow-and Ice-Covered Regions	Remote Sensing	2022	Codes	Semi Supervised	CE	MSI	MR	Snow-cloud-shadow	Classification
393	EfficientUNet+: A Building Extraction Method for Emergency Shelters Based on Deep Learning	Remote Sensing	2022		Transfer Learning	Hybrid	RGB	VHR	Urban	target detection
392	Class-Shared SparsePCA for Few-Shot Remote Sensing Scene Classification	Remote Sensing	2022		Transfer Learning	Hybrid	RGB	VHR		Classification
391	Research on Automatic Identification Method of Terraces on the Loess Plateau Based on Deep Transfer Learning	Remote Sensing	2022		Transfer Learning	CE	MSI	VHR	Forest	target detection
390	Remote Sensing Change Detection Based on Unsupervised Multi-Attention Slow Feature Analysis	Remote Sensing	2022		unsupervised	Hybrid	RGB	VHR		Change Detection
389	AUnet: A Deep Learning Framework for Surface Water Channel Mapping Using Large-Coverage Remote Sensing Images and Sparse Scribble Annotations from OSM Data	Remote Sensing	2022		Weakly Supervised	Other	MSI	MR	Water	Classification
388	Object Localization in Weakly Labeled Remote Sensing Images Based on Deep Convolutional Features	Remote Sensing	2022		Weakly Supervised		RGB	VHR		target detection
387	Classification of Heterogeneous Mining Areas Based on ResCapsNet and Gaofen-5 Imagery	Remote Sensing	2022		Transfer Learning	Other	HSI	MR		Classification
386	Reliable Label-Supervised Pixel Attention Mechanism for Weakly Supervised Building Segmentation in UAV Imagery	Remote Sensing	2022		Weakly Supervised	Hybrid	RGB	VHR	Urban	Classification
385	Fusion of optical and SAR images based on deep learning to reconstruct vegetation NDVI time series in cloud-prone regions	JAG	2022		Transfer Learning	CE	Multi-sensor	HR	Forest	Fusion
384	Fusing Earth observation and socioeconomic data to increase the transferability of large-scale urban land use classification	RSE	2022	Codes	Transfer Learning	CE	Multi-sensor	MR	Urban	Classification/Fusion
383	DIAL: Deep Interactive and Active Learning for Semantic Segmentation in Remote Sensing	IEEE JSTARS	2022	Codes	semi supervised	Hybrid	RGB	VHR		Classification
382	Transferring Transformer-Based Models for Cross-Area Building Extraction From Remote Sensing Images	IEEE JSTARS	2022		Transfer Learning	CE	RGB	VHR	Urban	target detection
381	Multisource Domain Transfer Learning Based on Spectral Projections for HSI Image Classification	IEEE JSTARS	2022		Transfer Learning	CE	HSI			Classification
380	Aerial Photograph Categorization by Cross-Resolution Deep Human Gaze Behavior Learning	IEEE JSTARS	2022		semi supervised	Other	RGB			Classification
379	SAR Image Change Detection Based on Semisupervised Learning and Two-Step Training	IEEE GRSL	2022		semi supervised		SAR	MR	agriculture	Change Detection
378	The Application of Semisupervised Attentional Generative Adversarial Networks in Desert Seismic Data Denoising	IEEE GRSL	2022		semi supervised	contrastive				Denoising
377	Semisupervised Spectral Degradation Constrained Network for Spectral Super-Resolution	IEEE GRSL	2022		semi supervised	Hybrid	HSI	MR	Urban	Super resolution
376	Novel Gumbel-Softmax Trick Enabled Concrete Autoencoder with Entropy Constraints for Unsupervised HSI Band Selection	IEEE TGRS	2022		unsupervised	Reconstruction	HSI	MR	Urban	dimension reduction
375	Improved method to detect the tailings ponds from MSI remote sensing images based on faster r-cnn and transfer learning	Remote Sensing	2022		Transfer Learning	Hybrid	MSI	VHR	Wetland	target detection
374	Semi-supervised sar target detection based on an improved faster r-cnn	Remote Sensing	2022		semi supervised	Hybrid	SAR	VHR	Urban	target detection
373	BiFDANet: Unsupervised Bidirectional Domain Adaptation for Semantic Segmentation of Remote Sensing Images	Remote Sensing	2022		unsupervised	contrastive	RGB	MR	Urban	Classification
372	Pansharpening via Super-Resolution Iterative Residual Network with a Cross-Scale Learning Strategy	IEEE TGRS	2022		unsupervised	Similarity	MSI	VHR	Urban	Super resolution
371	Improved Active Deep Learning for Semi-Supervised Classification of HSI Image	Remote Sensing	2022		semi supervised	Hybrid	HSI	MR	agriculture	Classification
370	ALPN: Active-Learning-Based Prototypical Network for Few-Shot HSI Imagery Classification	IEEE GRSL	2022		semi supervised	CE	HSI	MR	agriculture	Classification
369	Guiding Labelling Effort for Efficient Learning With Georeferenced Images	IEEE TPAMI	2022		semi supervised	Reconstruction	Multi-sensor	VHR		Classification
368	Transfer Learning for Improving Seismic Building Damage Assessment	Remote Sensing	2022	Codes	Transfer Learning		RGB	VHR	Urban	Target detection
367	Improving Road Surface Area Extraction via Semantic Segmentation with Conditional Generative Learning for Deep Inpainting Operations	ISPRS International Journal of Geo-Information	2022		unsupervised	Contrastive	RGB	VHR	Urban	Classification
366	Class-Wise Subspace Alignment-Based Unsupervised Adaptive Land Cover Classification in Scene-Level Using Deep Siamese Network	IEEE TNNLS	2022		unsupervised	Reconstruction	RGB	VHR	Urban	Classification
365	Deep Autoencoder for HSI Unmixing via Global-Local Smoothing	IEEE TGRS	2022		unsupervised	Hybrid	HSI	MR		Unmixing
364	A Semisupervised Convolution Neural Network for Partial Unlabeled Remote-Sensing Image Segmentation	IEEE GRSL	2022		semi supervised	Hybrid	RGB	VHR	Urban	Classification
363	Energy-Based Models in Earth Observation: From Generation to Semisupervised Learning	IEEE TGRS	2022		semi supervised	CE	Multi-sensor	MR		Classification
362	Unsupervised Single-Scene Semantic Segmentation for Earth Observation	IEEE TGRS	2022		unsupervised	Hybrid	RGB	VHR	Urban	Classification
361	UTRNet: An Unsupervised Time-Distance-Guided Convolutional Recurrent Network for Change Detection in Irregularly Collected Images	IEEE TGRS	2022	Codes	unsupervised	CE	MSI	MR	Urban	Change Detection
360	Mapping Temporary Slums From Satellite Imagery Using a Semi-Supervised Approach	IEEE GRSL	2022		semi supervised	Hybrid	RGB	VHR	Urban	target detection
359	Code-Aligned Autoencoders for Unsupervised Change Detection in Multimodal Remote Sensing Images	IEEE TNNLS	2022	Codes	unsupervised	Hybrid	Multi-sensor	MR		Change Detection
358	Spectral-Spatial Classification of Few Shot HSI Image With Deep 3-D Convolutional Random Fourier Features Network	IEEE TGRS	2022		Transfer Learning	CE	HSI	VHR		Classification
357	Bipartite Graph Attention Autoencoders for Unsupervised Change Detection Using VHR Remote Sensing Images	IEEE TGRS	2022	Codes	unsupervised	Hybrid	RGB	VHR	Urban	Change Detection
356	Urban forestry detection by deep learning method with GaoFen-2 remote sensing images	JARS	2022		Transfer Learning			VHR	Urban	target detection
355	MFFENet and ADANet: a robust deep transfer learning method and its application in high precision and fast cross-scene recognition of earthquake-induced landslides	Landslides	2022	Codes	Transfer Learning	Hybrid	MSI	VHR	Landslide	Target detection
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353	Text-to-Remote-Sensing-Image Generation With Structured Generative Adversarial Networks	IEEE GRSL	2022		Transfer Learning	Hybrid	RGB	VHR	Urban	Other
352	A Two-Stage Adaptation Network (TSAN) for Remote Sensing Scene Classification in Single-Source-Mixed-Multiple-Target Domain Adaptation (Sآ²Mآ²T DA) Scenarios	IEEE TGRS	2022	Codes	Transfer Learning	Other	RGB	VHR	Urban	Classification
351	Geographical Knowledge-Driven Representation Learning for Remote Sensing Images	IEEE TGRS	2022	Codes	semi supervised	Other	MSI	MR		Classification
350	DS4L: Deep Semisupervised Shared Subspace Learning for HSI Image Classification	IEEE TGRS	2022		semi supervised	CE	HSI	VHR	agriculture	Classification/dimension reduction
349	A Representation Separation Perspective to Correspondence-Free Unsupervised 3-D Point Cloud Registration	IEEE GRSL	2022		unsupervised	mse	Lidar	VHR		Registration
348	ADMM-Based HSI Unmixing Networks for Abundance and Endmember Estimation	IEEE TGRS	2022		unsupervised	MSE	HSI	VHR	Urban	Unmixing
347	NFANet: A Novel Method for Weakly Supervised Water Extraction From High-Resolution Remote-Sensing Imagery	IEEE TGRS	2022		Weakly Supervised	Hybrid	RGB	VHR	Water	Target detection
346	Unsupervised Domain Adaptation for Semantic Segmentation of High-Resolution Remote Sensing Imagery Driven by Category-Certainty Attention	IEEE TGRS	2022		unsupervised	CE	RGB	VHR	Urban	Classification
345	Unsupervised Change Detection Using Convolutional-Autoencoder Multiresolution Features	IEEE TGRS	2022		unsupervised	MSE	MSI	MR	Forest	Change Detection
344	Semi-Supervised Remote-Sensing Image Scene Classification Using Representation Consistency Siamese Network	IEEE TGRS	2022		semi supervised	contrastive	RGB	VHR	Urban	Classification
343	Change Detection From Synthetic Aperture Radar Images via Graph-Based Knowledge Supplement Network	IEEE JSTARS	2022	Codes	Weakly Supervised	Hybrid	SAR	MR	Urban	Change Detection
342	Multimodal HSI Unmixing: Insights From Attention Networks	IEEE TGRS	2022	Codes	unsupervised	Hybrid	HSI	VHR	Urban	Unmixing
341	Semi-Supervised Semantic Segmentation of Remote Sensing Images With Iterative Contrastive Network	IEEE GRSL	2022		semi supervised	CE	RGB	VHR	Urban	Classification
340	Large-Area Land-Cover Changes Monitoring With Time-Series Remote Sensing Images Using Transferable Deep Models	IEEE TGRS	2022		Transfer Learning		MSI	MR		Change Detection
339	Domain-Adversarial Neural Networks for Deforestation Detection in Tropical Forests	IEEE GRSL	2022		Transfer Learning	contrastive	MSI	MR	Forest	Change Detection
338	Deep Covariance Alignment for Domain Adaptive Remote Sensing Image Segmentation	IEEE TGRS	2022	Codes	Transfer Learning	MSE	RGB	VHR	Urban	Classification
337	Confident Learning-Based Domain Adaptation for HSI Image Classification	IEEE TGRS	2022	Codes	Transfer Learning	CE	HSI	VHR	Urban	Classification
336	A Multiscale Framework With Unsupervised Learning for Remote Sensing Image Registration	IEEE TGRS	2022		unsupervised	Hybrid	RGB	VHR	Urban	Registration
335	Unsupervised SAR and Optical Image Matching Using Siamese Domain Adaptation	IEEE TGRS	2022		unsupervised	Hybrid	SAR	HR	Urban	Registration
334	Multiple Statistics Contributing to Few-Sample Deep Learning for Subtle Trace Detection in High-Resolution SAR Images	IEEE TGRS	2022		Self-Supervised	CE	SAR	VHR		Change Detection
333	HSI Image Restoration with Self-Supervised Learning: A Two-Stage Training Approach	IEEE TGRS	2022		Self-Supervised	mse	HSI			Denoising
332	As if by Magic: Self-Supervised Training of Deep Despeckling Networks with MERLIN	IEEE TGRS	2022	Codes	Self-Supervised		SAR			Denoising
331	Heterogeneous self-supervised interest point matching for multi-modal remote sensing image registration	T&F IJRS	2022		Self-Supervised	Hybrid	Multi-sensor	VHR	Urban	Registration
330	Self-Supervised Feature Learning for Multimodal Remote Sensing Image Land Cover Classification	IEEE TGRS	2022		Self-Supervised	Contrastive	Multi-sensor		Urban	Classification
329	Collaboration between Multiple Experts for Knowledge Adaptation on Multiple Remote Sensing Sources	IEEE TGRS	2022		Transfer Learning	Hybrid	RGB	VHR	Urban	Classification
328	SITS-Former: A pre-trained spatio-spectral-temporal representation model for Sentinel-2 time series classification	JAG	2022	Codes	Self-Supervised	Hybrid	MSI	MR	Forest	Classification
327	The Self-Supervised Spectral–Spatial Vision Transformer Network for Accurate Prediction of Wheat Nitrogen Status from UAV Imagery	Remote Sensing	2022		Self-Supervised	Hybrid	RGB	VHR	Forest	regression
326	Cycle and Self-Supervised Consistency Training for Adapting Semantic Segmentation of Aerial Images	Remote Sensing	2022		Self-Supervised	Hybrid	MSI	VHR	Urban	Classification
325	FCCDN: Feature constraint network for VHR image change detection	ISPRS J	2022	Codes	Self-Supervised	Hybrid	RGB	VHR	Urban	Change Detection
324	SlideSim: 3D Landslide Displacement Monitoring through a Physics-Based Simulation Approach to Self-Supervised Learning	Remote Sensing	2022		Self-Supervised		Multi-sensor		Landslide	regression
323	A Spectral–Spatial Change Detection Method Based on Simplified 3-D Convolutional Autoencoder for Multitemporal HSI Images	IEEE GRSL	2022		Self-Supervised	Hybrid	HSI	MR	Agriculture	Change Detection
322	Self-Supervised Pansharpening Based on a Cycle-Consistent Generative Adversarial Network	IEEE GRSL	2022		Self-Supervised	Hybrid	MSI	VHR	Urban	Super resolution
321	Global and Local Contrastive Self-Supervised Learning for Semantic Segmentation of HR Remote Sensing Images	IEEE TGRS	2022	Codes	Self-Supervised	Contrastive	RGB	VHR	Urban	Classification
320	Spatial-Temporal Invariant Contrastive Learning for Remote Sensing Scene Classification	IEEE GRSL	2022	Codes	Self-Supervised	Contrastive	RGB		Urban	Classification
319	Weakly Supervised Part-Based Method for Combined Object Detection in Remote Sensing Imagery	IEEE JSTARS	2022		Weakly Supervised	Hybrid	RGB	VHR	Urban	target detection
318	Self-Guided Proposal Generation for Weakly Supervised Object Detection	IEEE TGRS	2022		Weakly Supervised	Hybrid	RGB	VHR	Urban	target detection
317	LaST: Label-Free Self-Distillation Contrastive Learning With Transformer Architecture for Remote Sensing Image Scene Classification	IEEE GRSL	2022		Self-Supervised	Contrastive	RGB	VHR		Classification
316	SemiSegSAR: A Semi-Supervised Segmentation Algorithm for Ship SAR Images	IEEE GRSL	2022		semi supervised		SAR	HR	Water	Classification
315	Dropout-Based Adversarial Training Networks for Remote Sensing Scene Classification	IEEE GRSL	2022	Codes	Transfer Learning	Hybrid	MSI			Classification
314	LDP-Net: An Unsupervised Pansharpening Network Based on Learnable Degradation Processes	IEEE JSTARS	2022	Codes	unsupervised	Hybrid	MSI	VHR		Super resolution
313	Translution-SNet: A Semisupervised HSI Image Stripe Noise Removal Based on Transformer and CNN	IEEE TGRS	2022		semi supervised	Hybrid	HSI			Denoising
312	Multi-layer Degradation Representation-Guided Blind Super-Resolution for Remote Sensing Images	IEEE TGRS	2022		unsupervised	Contrastive	RGB	VHR		Super resolution
311	RingMo: A Remote Sensing Foundation Model with Masked Image Modeling	IEEE TGRS	2022		Self-Supervised	Reconstruction	MSI
310	Semisupervised Multiscale Generative Adversarial Network for Semantic Segmentation of Remote Sensing Image	IEEE GRSL	2022		semi supervised	hybrid	MSI	VHR	Urban	Classification
309	Unsupervised Recurrent HSI Imagery Super-Resolution Using Pixel-Aware Refinement	IEEE TGRS	2022		unsupervised		HSI	MR	agriculture	super resolution
308	A Bayesian Approach to Active Self-Paced Deep Learning for SAR Automatic Target Recognition	IEEE GRSL	2022		semi supervised	hybrid	SAR	VHR		target detection
307	Fine-Grained Road Scene Understanding From Aerial Images Based on Semisupervised Semantic Segmentation Networks	IEEE GRSL	2022		semi supervised	Hybrid	RGB	VHR		Classification
306	Unsupervised and Unregistered HSI Image Super-Resolution With Mutual Dirichlet-Net	IEEE TGRS	2022		Unsupervised	Hybrid				super resolution
305	Unsupervised Land-Cover Segmentation Using Accelerated Balanced Deep Embedded Clustering	IEEE GRSL	2022	Codes	Unsupervised	other	HSI			Classification
304	Unsupervised Change Detection by Cross-Resolution Difference Learning	IEEE TGRS	2022		Unsupervised	Similarity		VHR		Change detection
303	Manifold Learning-Based Semisupervised Neural Network for HSI Image Classification	IEEE TGRS	2022		semi supervised	mse	HSI			Classification
302	Unsupervised Multiple Change Detection in Remote Sensing Images via Generative Representation Learning Network	IEEE GRSL	2022		Unsupervised	mse	MSI	VHR		Change detection
301	A Spectral-Spatial Change Detection Method Based on Simplified 3-D Convolutional Autoencoder for Multitemporal HSI Images	IEEE GRSL	2022		Self-Supervised	Hybrid	HSI	MR		change detection
300	Stagewise Unsupervised Domain Adaptation With Adversarial Self-Training for Road Segmentation of Remote-Sensing Images	IEEE TGRS	2022	Codes	unsupervised	Hybrid	RGB	VHR	Urban	Target detection
299	Fully Automated Classification Method for Crops Based on Spatiotemporal Deep-Learning Fusion Technology	IEEE TGRS	2022		semi supervised	CE	MSI	HR	Agriculture	Classification
298	Few-Shot Object Detection of Remote Sensing Images via Two-Stage Fine-Tuning	IEEE GRSL	2022		Transfer Learning		RGB	VHR		Classification
297	WRMatch: Improving FixMatch with Weighted Nuclear-Norm Regularization for Few-Shot Remote Sensing Scene Classification	IEEE TGRS	2022		Transfer Learning	Hybrid	RGB			classification
296	Deep learning-based cross-sensor domain adaptation under active learning for land cover classification	IEEE GRSL	2022	Codes	semi supervised					Classification/dimension reduction
295	Building Change Detection for VHR Remote Sensing Images via Local-Global Pyramid Network and Cross-Task Transfer Learning Strategy	IEEE TGRS	2022	Codes	Transfer Learning	CE	RGB	VHR	urban	change detection
294	Remote Sensing Image Scene Classification With Self-Supervised Paradigm Under Limited Labeled Samples	IEEE GRSL	2022		self-supervised	contrastive	MSI	MR		classification
293	A Multi-Degradation Aided Method for Unsupervised Remote Sensing Image Super Resolution With Convolution Neural Networks	IEEE TGRS	2022		unsupervised	hybrid	RGB	VHR	Urban	super resolution
292	Self-Supervised Learning With Adaptive Distillation for HSI Image Classification	IEEE TGRS	2022		Self-supervised	CE	HSI			Classification
291	Few-Shot SAR Target Classification via Metalearning	IEEE TGRS	2022		Transfer Learning	CE	SAR			Classification
290	Weakly Supervised Road Segmentation in High-Resolution Remote Sensing Images Using Point Annotations	IEEE TGRS	2022	Codes	Weakly supervised	CE	RGB	VHR		Classification
289	A Semisupervised Siamese Network for Efficient Change Detection in Heterogeneous Remote Sensing Images	IEEE TGRS	2022		semi supervised	Similarity				Change detection
288	Scribble-Based Weakly Supervised Deep Learning for Road Surface Extraction From Remote Sensing Images	IEEE TGRS	2022		Weakly supervised	Hybrid	RGB	VHR		Target detection
287	A Self-Supervised Denoising Network for Satellite-Airborne-Ground HSI Imagery	IEEE TGRS	2022		Self-supervised	mse	HSI			denoising
286	CMT: Cross Mean Teacher Unsupervised Domain Adaptation for VHR Image Semantic Segmentation	IEEE GRSL	2022		unsupervised	Hybrid	RGB	VHR	urban	classification
285	Content-Invariant Dual Learning for Change Detection in Remote Sensing Images	IEEE TGRS	2022		Transfer Learning	Hybrid	RGB	VHR		Change detection
284	Deep Reinforcement Learning for Band Selection in HSI Image Classification	IEEE TGRS	2022	Codes	Unsupervised	mse	HSI			dimension reduction
283	Transfer Learning-Based Bilinear Convolutional Networks for Unsupervised Change Detection	IEEE GRSL	2022		unsupervised			VHR	urban	change detection
282	A Multiscale Self-Attention Deep Clustering for Change Detection in SAR Images	IEEE TGRS	2022		unsupervised	CE	SAR			change detection
281	Data-Driven Cloud Clustering via a Rotationally Invariant Autoencoder	IEEE TGRS	2022		unsupervised	Other	MSI	LR	Cloud	Other
280	A CNN-Based Self-Supervised Synthetic Aperture Radar Image Denoising Approach	IEEE TGRS	2022		self-supervised	Hybrid	SAR	MR		denoising
279	An Unsupervised Remote Sensing Change Detection Method Based on Multiscale Graph Convolutional Network and Metric Learning	IEEE TGRS	2022	Codes	unsupervised	Hybrid	MSI	HR	urban	change detection
278	SIGAN: Spectral Index Generative Adversarial Network for Data Augmentation in MSI Remote Sensing Images	IEEE GRSL	2022		Transfer Learning	contrastive	MSI	HR		classification
277	Unsupervised Change Detection of MSI Remote Sensing Images Based on Deep Difference Feature Variance Maximization	IEEE GRSL	2022		unsupervised	Hybrid	MSI			change detection
276	Transferable Convolutional Neural Network for Weed Mapping With Multisensor Imagery	IEEE TGRS	2022		Transfer Learning	CE	MSI	VHR	agriculture	target detection
275	Hyper-Embedder: Learning A Deep Embedder for Self-supervised HSI Dimensionality Reduction	IEEE GRSL	2022		self-supervised	reconstruction	HSI	MR	forest	dimension reduction
274	Cross-Sensor Remote-Sensing Images Scene Understanding Based on Transfer Learning Between Heterogeneous Networks	IEEE GRSL	2022		Transfer Learning	CE	Multi-sensor			classification
273	Super Resolution Guided Deep Network for Land Cover Classification from Remote Sensing Images	IEEE TGRS	2022	Codes	Self-Supervised	Hybrid	RGB	HR	urban	classification
272	Patch-level unsupervised planetary change detection	IEEE GRSL	2022	Codes	unsupervised					change detection
271	Semisupervised Cross-Scale Graph Prototypical Network for HSI Image Classification	IEEE TNNLS	2022		semi supervised	Hybrid	HSI			Classification
270	Endmember-Guided Unmixing Network (EGU-Net): A General Deep Learning Framework for Self-Supervised HSI Unmixing	IEEE TNNLS	2021	Codes	Self-Supervised	Hybrid	HSI	MR		Unmixing
269	A Mutual Information-Based Self-Supervised Learning Model for PolSAR Land Cover Classification	IEEE TGRS	2021		Self-Supervised	Similarity	SAR	MR		Classification
268	An adversarial generative network for crop classification from remote sensing timeseries images	Remote Sensing	2021	Codes	Transfer Learning	Contrastive	MSI	MR	Agriculture	Classification
267	Deep Image Translation With an Affinity-Based Change Prior for Unsupervised Multimodal Change Detection	IEEE TGRS	2021	Codes	Unsupervised	Hybrid				Change detection
266	Commonality Autoencoder: Learning Common Features for Change Detection From Heterogeneous Images	IEEE TNNLS	2021		Unsupervised	reconstruction	Multi-sensor			Change detection
265	Self-Supervised Deep Subspace Clustering for HSI Images with Adaptive Self-Expressive Coefficient Matrix Initialization	IEEE JSTARS	2021	Codes	Self-supervised	Hybrid	HSI			Classification
264	Attention-Based Multiscale Residual Adaptation Network for Cross-Scene Classification	IEEE TGRS	2021	Codes	Transfer Learning	Hybrid	RGB	VHR		Classification
263	Meta-learning based on parameter transfer for few-shot classification of remote sensing scenes	T&F RSL	2021		Transfer Learning	CE	RGB	VHR	Urban	Classification
262	Transferability of convolutional neural network models for identifying damaged buildings due to earthquake	Remote Sensing	2021		Transfer Learning	CE	RGB	VHR	Urban	Target detection
261	UVid-Net: Enhanced Semantic Segmentation of UAV Aerial Videos by Embedding Temporal Information	IEEE JSTARS	2021	Codes	Transfer Learning	CE	RGB	VHR		Classification
260	Small sample classification for HSI imagery using temporal convolution and attention mechanism	T&F RSL	2021		semi supervised	CE	HSI			Classification
259	NestNet: a multiscale convolutional neural network for remote sensing image change detection	T&F IJRS	2021	Codes	semi supervised	Hybrid	RGB	VHR		Change detection
258	SAR2SAR: A Semi-Supervised Despeckling Algorithm for SAR Images	IEEE JSTARS	2021	Codes	Semi supervised	CE	SAR			denoising
257	Scene parsing for very high resolution remote sensing images using on attention-residual block-embedded adversarial networks	T&F RSL	2021		Transfer Learning	Contrastive	MSI	VHR	Urban	Classification
256	Semi-supervised segmentation for coastal monitoring seagrass using RPA imagery	Remote Sensing	2021	Codes	semi supervised	CE		VHR		Classification
255	Landslide Detection Using Densely Connected Convolutional Networks and Environmental Conditions	IEEE JSTARS	2021		Transfer Learning	CE	MSI	HR	Landslide	Target detection
254	DPFL-Nets: Deep Pyramid Feature Learning Networks for Multiscale Change Detection	IEEE TNNLS	2021		Unsupervised	Hybrid				Change detection
253	Weakly Supervised Discriminative Learning With Spectral Constrained Generative Adversarial Network for HSI Anomaly Detection	IEEE TNNLS	2021		Weakly supervised	Hybrid	HSI			Anomaly detection
252	Super-resolution of remotely sensed data using channel attention based deep learning approach	T&F IJRS	2021		Unsupervised	Similarity				super resolution
251	Active deep densely connected convolutional network for HSI image classification	T&F IJRS	2021		semi supervised	Hybrid	HSI			Classification
250	Sentinel-2 Sharpening Using a Single Unsupervised Convolutional Neural Network with MTF-Based Degradation Model	IEEE JSTARS	2021		Unsupervised	Similarity	MSI			super resolution
249	Spectral super-resolution network guided by intrinsic properties of HSI imagery	IEEE TIP	2021		Self-supervised	mse	HSI			super resolution
248	SCAF-Net: Scene Context Attention-Based Fusion Network for Vehicle Detection in Aerial Imagery	IEEE GRSL	2021	Codes	semi supervised	Hybrid	RGB			Target detection
247	Unsupervised HSI image change detection via deep learning self-generated credible labels	IEEE JSTARS	2021		unsupervised		HSI	MR		Change detection
246	Ssdan: Multi-source semi-supervised domain adaptation network for remote sensing scene classification	Remote Sensing	2021	Codes	semi supervised	Hybrid	RGB	VHR		Classification
245	Spectral-Spatial Attention Feature Extraction for HSI Image Classification Based on Generative Adversarial Network	IEEE JSTARS	2021		semi supervised	Hybrid	HSI			Classification
244	Deep Semisupervised Teacher-Student Model Based on Label Propagation for Sea Ice Classification	IEEE JSTARS	2021	Codes	semi supervised	Hybrid	SAR	MR	Water	Classification
243	Arbitrary-Oriented Ship Detection through Center-Head Point Extraction	IEEE TGRS	2021	Codes	semi supervised	Hybrid	RGB	VHR	Water	Classification
242	DS⁴L: Deep Semisupervised Shared Subspace Learning for HSI Image Classification	IEEE TGRS	2021		semi supervised	Hybrid	HSI			Classification
241	Fusing deep features by kernel collaborative representation for remote sensing scene classification	IEEE JSTARS	2021		Transfer Learning	Other	RGB	VHR		Classification
240	MSMatch: Semisupervised MSI Scene Classification with Few Labels	IEEE JSTARS	2021	Codes	semi supervised	CE		VHR		Classification
239	Stacked autoencoders driven by semi‐supervised learning for building extraction from near infrared remote sensing imagery	Remote Sensing	2021		semi supervised		MSI	VHR	Urban	Target detection
238	Semi‐supervised multi‐temporal deep representation fusion network for landslide mapping from aerial orthophotos	Remote Sensing	2021		semi supervised	Hybrid	RGB	VHR	Landslide	Target detection
237	Selective Adversarial Adaptation-Based Cross-Scene Change Detection Framework in Remote Sensing Images	IEEE TGRS	2021		Transfer Learning	Contrastive				Change detection
236	Building Change Detection in VHR SAR Images via Unsupervised Deep Transcoding	IEEE TGRS	2021	Codes	Unsupervised	Contrastive	SAR	VHR	Urban	Change detection
235	On the generalization ability of a global model for rapid building mapping from heterogeneous satellite images of multiple natural disaster scenarios	Remote Sensing	2021		Transfer Learning	Contrastive	RGB	VHR	Urban	Target detection
234	Benchmarking deep learning models for cloud detection in landsat-8 and sentinel-2 images	Remote Sensing	2021	Codes	Transfer Learning	CE	MSI		Cloud	Target detection
233	Semi-/weakly-supervised semantic segmentation method and its application for coastal aquaculture areas based on multi-source remote sensing images—taking the fujian coastal area (Mainly sanduo) as an example	Remote Sensing	2021		semi supervised	Hybrid	MSI			Classification
232	HSI Image Denoising Using SURE-Based Unsupervised Convolutional Neural Networks	IEEE TGRS	2021		Unsupervised	reconstruction	HSI			denoising
231	Unsupervised multistep deformable registration of remote sensing imagery based on deep learning	Remote Sensing	2021	Codes	Unsupervised	mse	RGB	VHR	Urban	registration
230	Assessing deep convolutional neural networks and assisted machine perception for urban mapping	Remote Sensing	2021		Transfer Learning	CE	MSI	VHR		Classification
229	DDRNet: Fast point cloud registration network for large-scale scenes	ISPRS J	2021		unsupervised	Similarity	Lidar	VHR		registration
228	Hapke Data Augmentation for Deep Learning-Based HSI Data Analysis with Limited Samples	IEEE GRSL	2021		Transfer Learning	CE	HSI	VHR		Classification
227	Weakly supervised instance attention for multisource fine-grained object recognition with an application to tree species classification	ISPRS J	2021		Weakly supervised	CE	Multi-sensor	VHR	Forest	Classification
226	Building extraction from very-high-resolution remote sensing images using semi-supervised semantic edge detection	Remote Sensing	2021		semi supervised	CE	RGB	VHR	Urban	Target detection
225	Deep neural networks with transfer learning for forest variable estimation using sentinel-2 imagery in boreal forest	Remote Sensing	2021		Transfer Learning	Hybrid	MSI		Forest	Regression
224	An efficient multi-sensor remote sensing image clustering in urban areas via boosted convolutional autoencoder (BCAE)	Remote Sensing	2021		Unsupervised	mse	Multi-sensor			Classification
223	Leveraging deep neural networks to map caribou lichen in high-resolution satellite images based on a small-scale, noisy UAV-derived map	Remote Sensing	2021		semi supervised	CE	RGB	VHR	Forest	Classification
222	Meta‐fseo: A meta‐learning fast adaptation with self‐supervised embedding optimization for few‐shot remote sensing scene classification	Remote Sensing	2021		Transfer Learning	Hybrid	Multi-sensor		Urban	Classification
221	Rapid and large-scale mapping of flood inundation via integrating spaceborne synthetic aperture radar imagery with unsupervised deep learning	ISPRS J	2021		Unsupervised	CE	SAR	HR	Water	Classification
220	Self-Supervised Ground-Roll Noise Attenuation Using Self-Labeling and Paired Data Synthesis	IEEE TGRS	2021		Self-supervised	Hybrid		LR		denoising
219	Bias in deep neural networks in land use characterization for international development	Remote Sensing	2021		Transfer Learning		RGB	VHR	Urban	Classification
218	Remote sensing image defogging networks based on dual self-attention boost residual octave convolution	Remote Sensing	2021		unsupervised		RGB			Other
217	Msresnet: Multiscale residual network via self-supervised learning for water-body detection in remote sensing imagery	Remote Sensing	2021	Codes	Self-supervised	Hybrid	RGB	VHR	Water	Target detection
216	HSI and MSI image fusion by deep neural network in a self‐supervised manner	Remote Sensing	2021		Self-supervised	Similarity				Fusion
215	Semi-supervised convolutional long short-term memory neural networks for time series land cover classification	Remote Sensing	2021		semi supervised	CE	MSI	HR		Classification
214	Cct: Conditional co-training for truly unsupervised remote sensing image segmentation in coastal areas	Remote Sensing	2021		Unsupervised	Hybrid	RGB	VHR	Water	Classification
213	Fine-scale sea ice segmentation for high-resolution satellite imagery with weakly-supervised CNNs	Remote Sensing	2021	Codes	Weakly supervised	Hybrid	RGB	VHR	Water	Classification
212	An advanced sar image despeckling method by bernoulli-sampling-based self-supervised deep learning	Remote Sensing	2021		Self-supervised	reconstruction	SAR	VHR		denoising
211	Mapping forest vertical structure in sogwang-ri forest from full-waveform lidar point clouds using deep neural network	Remote Sensing	2021		unsupervised	mse	Lidar	VHR	Forest	Regression
210	Cross-dimension attention guided self-supervised remote sensing single-image super-resolution	Remote Sensing	2021		Self-Supervised	Similarity	RGB			super resolution
209	A cyclic information–interaction model for remote sensing image segmentation	Remote Sensing	2021		Unsupervised	Hybrid	RGB	VHR		Classification
208	Ha-net: A lake water body extraction network based on hybrid-scale attention and transfer learning	Remote Sensing	2021		Transfer Learning	CE	RGB	MR	Water	Classification
207	Adversarial self-supervised learning for robust sar target recognition	Remote Sensing	2021	Codes	Self-Supervised	Contrastive	SAR			Target detection
206	Early labeled and small loss selection semi-supervised learning method for remote sensing image scene classification	Remote Sensing	2021		semi supervised	Hybrid	RGB			Classification
205	Transferable deep learning from time series of landsat data for national land-cover mapping with noisy labels: A case study of China	Remote Sensing	2021		Transfer Learning	Hybrid	MSI	MR		Classification
204	Detection of outliers in lidar data acquired by multiple platforms over sorghum and maize	Remote Sensing	2021		Transfer Learning		Lidar	VHR	Agriculture	denoising
203	Semi-automated semantic segmentation of arctic shorelines using very high-resolution airborne imagery, spectral indices and weakly supervised machine learning approaches	Remote Sensing	2021		Weakly supervised	Other	MSI	VHR	Water	Classification
202	Unsupervised deep learning for landslide detection from MSI sentinel-2 imagery	Remote Sensing	2021		Unsupervised	reconstruction	MSI	HR	Landslide	Target detection
201	Physically Constrained Transfer Learning through Shared Abundance Space for HSI Image Classification	IEEE TGRS	2021		Transfer Learning	Hybrid	HSI			Classification
200	Multisource Remote Sensing Data Classification with Graph Fusion Network	IEEE TGRS	2021		Unsupervised	Hybrid	Multi-sensor	VHR		Fusion
199	Unsupervised Feature Learning Using Recurrent Neural Nets for Segmenting HSI Images	IEEE GRSL	2021		Unsupervised	mse	HSI			Classification
198	Appearance based deep domain adaptation for the classification of aerial images	ISPRS J	2021		Transfer Learning	Hybrid	MSI	VHR	Urban	Classification
197	Learning deep semantic segmentation network under multiple weakly-supervised constraints for cross-domain remote sensing image semantic segmentation	ISPRS J	2021	Codes	Weakly supervised		MSI	VHR	Urban	Classification
196	Dual feature extraction network for HSI image analysis	Pattern Recognition	2021		Unsupervised	Contrastive	HSI			Anomaly detection
195	Investigation and evaluation of algorithms for unmanned aerial vehicle MSI image registration	JAG	2021		Unsupervised	mse	MSI	VHR		registration
194	UCL: Unsupervised Curriculum Learning for water body classification from remote sensing imagery	JAG	2021		Unsupervised	CE	RGB		Water	Classification
193	Transfer-learning-based approach for leaf chlorophyll content estimation of winter wheat from HSI data	RSE	2021		Transfer Learning	mse	RGB	VHR	Agriculture	Regression
192	Urban development analysis using built-up area maps based on multiple high-resolution satellite data	JAG	2021		Transfer Learning		Multi-sensor		Urban	Target detection
191	An unsupervised domain adaptation approach for change detection and its application to deforestation mapping in tropical biomes	ISPRS J	2021		Transfer Learning	Hybrid	MSI	MR	Forest	Change detection
190	A methodology to reconstruct LAI time series data based on generative adversarial network and improved Savitzky-Golay filter	JAG	2021		Unsupervised	Contrastive	MSI	LR	Forest	Other
189	HSI image shadow compensation via cycle-consistent adversarial networks	Neurocomputing	2021		Unsupervised	Contrastive	HSI	VHR	Urban	Other
188	Deep building footprint update network: A semi-supervised method for updating existing building footprint from bi-temporal remote sensing images	RSE	2021	Codes	semi supervised	CE	RGB	VHR	Urban	Classification
187	Automatic land cover classification of multi-resolution dualpol data using convolutional neural network (CNN)	Remote Sensing Applications: Society and Environment	2021		Transfer Learning	CE	SAR	VHR		Classification
186	Mask DeepLab: End-to-end image segmentation for change detection in high-resolution remote sensing images	JAG	2021		semi supervised	Hybrid	RGB	VHR		Change detection
185	Unsupervised missing information reconstruction for single remote sensing image with Deep Code Regression	JAG	2021		Unsupervised	reconstruction	Multi-sensor	LR		Other
184	High spatial-resolution classification of urban surfaces using a deep learning method	Building and Environment	2021		Transfer Learning		MSI	VHR	Urban	Classification
183	An adaptive adversarial domain adaptation approach for corn yield prediction	Computers and Electronics in Agriculture	2021		Transfer Learning	Hybrid	MSI	LR	Agriculture	Regression
182	A novel CNN-LSTM-based approach to predict urban expansion	Ecological Informatics	2021		unsupervised	Hybrid	MSI	HR	Urban	Regression
181	Classification of Large-Scale High-Resolution SAR Images With Deep Transfer Learning	IEEE GRSL	2021		Transfer Learning	Hybrid	SAR	VHR		classification
180	Unsupervised Domain Adaptation of High-Resolution Aerial Images via Correlation Alignment and Self Training	IEEE GRSL	2021		unsupervised	Hybrid	RGB	VHR	urban	classification
179	Unsupervised Land Cover Classification of Hybrid and Dual-Polarized Images Using Deep Convolutional Neural Network	IEEE GRSL	2021		unsupervised	OTher	SAR	HR	agriculture	classification
178	Active Ensemble Deep Learning for Polarimetric Synthetic Aperture Radar Image Classification	IEEE GRSL	2021		semi supervised		SAR	MR	agriculture	classification
177	Deep Blind HSI Image Super-Resolution	IEEE TNNLS	2021		unsupervised	Similarity	HSI	MR		super resolution
176	Deep Unsupervised Embedding for Remotely Sensed Images Based on Spatially Augmented Momentum Contrast	IEEE TGRS	2021	Codes	unsupervised	contrastive			agriculture
175	SMAF-Net: Sharing Multiscale Adversarial Feature for High-Resolution Remote Sensing Imagery Semantic Segmentation	IEEE GRSL	2021		Transfer Learning	contrastive		VHR	urban	classification
174	GAN-Based Semisupervised Scene Classification of Remote Sensing Image	IEEE GRSL	2021	Codes	Transfer Learning	contrastive	MSI	HR		classification
173	SAR Image Classification Using Greedy Hierarchical Learning With Unsupervised Stacked CAEs	IEEE TGRS	2021		Transfer Learning	Hybrid	SAR	VHR	urban	classification
172	Self-Supervised Pretraining of Transformers for Satellite Image Time Series Classification	IEEE JSTARS	2021	Codes	Self-Supervised	Hybrid	MSI	MR		classification
171	Geo-Parcel-Based Change Detection Using Optical and SAR Images in Cloudy and Rainy Areas	IEEE JSTARS	2021		unsupervised		Multi-sensor	VHR	urban	change detection
170	Unsupervised Change Detection in Satellite Images With Generative Adversarial Network	IEEE TGRS	2021		unsupervised	contrastive	RGB	VHR	urban	change detection
169	Self-Supervised GANs With Similarity Loss for Remote Sensing Image Scene Classification	IEEE JSTARS	2021		Self-Supervised	Similarity	RGB	VHR		classification
168	On the Effectiveness of Weakly Supervised Semantic Segmentation for Building Extraction From High-Resolution Remote Sensing Imagery	IEEE JSTARS	2021		Weakly supervised	Hybrid	RGB	VHR	urban	target detection
167	Traffic Density Reduction Caused by City Lockdowns Across the World During the COVID-19 Epidemic: From the View of High-Resolution Remote Sensing Imagery	IEEE JSTARS	2021		semi supervised	CE	RGB	VHR	urban	target detection
166	Prior-Information Auxiliary Module: An Injector to a Deep Learning Bridge Detection Model	IEEE JSTARS	2021		semi supervised	Other	RGB	VHR	urban	target detection
165	Semantic Segmentation of Remote Sensing Images With Self-Supervised Multitask Representation Learning	IEEE JSTARS	2021	Codes	Self-Supervised	Hybrid	RGB	VHR		classification
164	Unsupervised Change Detection in Multitemporal VHR Images Based on Deep Kernel PCA Convolutional Mapping Network	IEEE Transactions on Cybernetics	2021	Codes	unsupervised		MSI	VHR	urban	change detection
163	A Two-Stage Adaptation Network (TSAN) for Remote Sensing Scene Classification in Single-Source-Mixed-Multiple-Target Domain Adaptation (Sآ²Mآ²T DA) Scenarios	IEEE TGRS	2021	Codes	Transfer Learning	contrastive	RGB	MR	urban	classification
162	DSâپ´L: Deep Semisupervised Shared Subspace Learning for HSI Image Classification	IEEE TGRS	2021		semi supervised	Hybrid	HSI	MR		classification
161	Change Detection in Hyperdimensional Images Using Untrained Models	IEEE JSTARS	2021		unsupervised		HSI	MR	forest	change detection
160	Dynamic Graph-Level Neural Network for SAR Image Change Detection	IEEE GRSL	2021		semi supervised	CE	SAR		urban	change detection
159	A Representation Separation Perspective to Correspondences-free Unsupervised 3D Point Cloud Registration	IEEE GRSL	2021		unsupervised	Similarity	Lidar			registration
158	Feature Extraction for Classification of HSI and LiDAR Data Using Patch-to-Patch CNN	IEEE Transactions on Cybernetics	2020		semi supervised	CE	multi-sensor	VHR	Urban	Classification
157	Distribution consistency loss for large-scale remote sensing image retrieval	Remote Sensing	2020		semi supervised	Contrastive	RGB	VHR	agriculture	Classification
156	Deep TEC: Deep transfer learning with ensemble classifier for road extraction from UAV imagery	Remote Sensing	2020		Transfer Learning	CE	RGB	VHR	Urban	target detection
155	Weakly supervised deep learning for segmentation of remote sensing imagery	Remote Sensing	2020		Weakly supervised	CE	MSI	MR	agriculture	Classification
154	Anomaly Feature Learning for Unsupervised Change Detection in Heterogeneous Images: A Deep Sparse Residual Model	IEEE JSTARS	2020		unsupervised		multi-sensor	HR	agriculture	change detection
153	Unsupervised Change Detection Analysis in Satellite Image Time Series Using Deep Learning Combined with Graph-Based Approaches	IEEE JSTARS	2020	Codes	unsupervised	hybrid	MSI	HR	Urban	change detection
152	HSI Classification Using Deep Belief Networks Based on Conjugate Gradient Update and Pixel-Centric Spectral Block Features	IEEE JSTARS	2020		semi supervised		HSI	VHR	agriculture	Classification
151	Semi-MCNN: A Semisupervised Multi-CNN Ensemble Learning Method for Urban Land Cover Classification Using Submeter HRRS Images	IEEE JSTARS	2020		semi supervised		MSI		Urban	Classification
150	BAS Net: Boundary-Aware Semi-Supervised Semantic Segmentation Network for Very High Resolution Remote Sensing Images	IEEE JSTARS	2020		semi supervised	hybrid	MSI	VHR	Urban	Classification
149	Attention-Based Domain Adaptation Using Residual Network for HSI Image Classification	IEEE JSTARS	2020		Transfer Learning	Other	HSI	VHR	agriculture	Classification
148	Extraction of snow cover from high-resolution remote sensing imagery using deep learning on a small dataset	T&F RSL	2020		Transfer Learning		MSI	MR	Snow	target detection
147	Enhancing remote sensing image retrieval using a triplet deep metric learning network	T&F IJRS	2020		unsupervised	hybrid	RGB	VHR	Urban	Classification
146	Land-cover classification with high-resolution remote sensing images using transferable deep models	RSE	2020		Transfer Learning	CE	MSI	MR	Forest	Classification
145	Discriminative feature learning constrained unsupervised network for cloud detection in remote sensing imagery	Remote Sensing	2020		unsupervised	hybrid	HSI	MR	Cloud	Target detection
144	Agricultural expansion in mato grosso from 1986-2000: A bayesian time series approach to tracking past land cover change	Remote Sensing	2020		unsupervised		MSI	MR	Agriculture	change detection
143	Deep Latent Spectral Representation Learning-Based HSI Band Selection for Target Detection	IEEE TGRS	2020		unsupervised	Other	HSI	MR	Urban	target detection
142	Fully Convolutional Networks with Multiscale 3D Filters and Transfer Learning for Change Detection in High Spatial Resolution Satellite Images	Remote Sensing	2020		Transfer Learning		RGB	VHR	Urban	change detection
141	Review and evaluation of deep learning architectures for efficient land cover mapping with UAS hyper-spatial imagery: A case study over a wetland	Remote Sensing	2020		Weakly supervised	CE	RGB	VHR	Wetland	Classification
140	BoVSG: bag of visual SubGraphs for remote sensing scene classification	T&F IJRS	2020		semi supervised		RGB	VHR	Snow	Classification
139	Deep learning-based air temperature mapping by fusing remote sensing, station, simulation and socioeconomic data	RSE	2020		unsupervised		multi-sensor	LR	Atmosphere	target detection
138	An integrative remote sensing application of stacked autoencoder for atmospheric correction and cyanobacteria estimation using HSI imagery	Remote Sensing	2020		unsupervised	reconstruction	HSI	VHR	Atmosphere	Other
137	Treetop detection using convolutional neural networks trained through automatically generated pseudo labels	T&F IJRS	2020	Codes	unsupervised	CE	RGB	VHR	agriculture	target detection
136	Classifier-Constrained Deep Adversarial Domain Adaptation for Cross-Domain Semisupervised Classification in Remote Sensing Images	IEEE GRSL	2020		Transfer Learning	CE	RGB	VHR	Urban	Classification
135	Multisource Domain Adaptation for Remote Sensing Using Deep Neural Networks	IEEE TGRS	2020		Transfer Learning	contrastive	MSI	MR	Urban	Classification
134	Automatic Recognition of Soybean Leaf Diseases Using UAV Images and Deep Convolutional Neural Networks	IEEE GRSL	2020		semi supervised	CE	RGB	VHR	agriculture	Classification
133	An Improved Pretraining Strategy-Based Scene Classification with Deep Learning	IEEE GRSL	2020		semi supervised		RGB	VHR	Urban	Classification
132	Fully convolutional networks and a manifold graph embedding-based algorithm for PolSAR image classification	Remote Sensing	2020		semi supervised	CE	SAR	HR	agriculture	Classification
131	Self-supervised representation learning for remote sensing image change detection based on temporal prediction	Remote Sensing	2020		Self-Supervised	CE	multi-sensor	MR	Urban	change detection
130	Achieving higher resolution lake area from remote sensing images through an unsupervised deep learning super-resolution method	Remote Sensing	2020		unsupervised	Similarity	MSI	MR	Water	Classification
129	Using convolutional neural networks incorporating hierarchical active learning for target-searching in large-scale remote sensing images	T&F IJRS	2020		semi supervised		RGB	VHR	Urban	target detection
128	HSI unmixing using deep convolutional autoencoder	T&F IJRS	2020		unsupervised	MSE	HSI	HR	Urban	Unmixing
127	Band-independent encoder-decoder network for pan-sharpening of remote sensing images	IEEE TGRS	2020		unsupervised	similarity	RGB	VHR	Urban	super resolution
126	A classified adversarial network for multi-spectral remote sensing image change detection	Remote Sensing	2020		Transfer Learning	contrastive	MSI	VHR	Urban	change detection
125	Simple weakly supervised deep learning pipeline for detecting individual red-attacked trees in VHR remote sensing images	T&F RSL	2020		Weakly supervised		RGB	VHR	Forest	target detection
124	Unsupervised Scale-Driven Change Detection with Deep Spatial-Spectral Features for VHR Images	IEEE TGRS	2020		unsupervised		RGB	VHR	Urban	change detection
123	Uncertainty analysis for object-based change detection in very high-resolution satellite images using deep learning network	Remote Sensing	2020		unsupervised	CE	MSI	VHR	Urban	change detection
122	High-rankness regularized semi-supervised deep metric learning for remote sensing imagery	Remote Sensing	2020	Codes	semi supervised	CE	RGB	VHR	Urban	Classification
121	TCDNet: Trilateral change detection network for google earth image	Remote Sensing	2020		unsupervised	hybrid	RGB	VHR	Urban	change detection
120	Roi extraction based on multiview learning and attention mechanism for unbalanced remote sensing data set	IEEE TGRS	2020		Weakly supervised	hybrid	RGB	VHR	Urban	target detection
119	Deep nonnegative dictionary factorization for HSI unmixing	Remote Sensing	2020		unsupervised		HSI	MR	Urban	Unmixing
118	Mapping tea plantations from VHR images using OBIA and convolutional neural networks	Remote Sensing	2020		Transfer Learning		MSI	VHR	agriculture	Classification
117	Mask R-CNN refitting strategy for plant counting and sizing in uav imagery	Remote Sensing	2020		Transfer Learning	Other	RGB	VHR	agriculture	target detection
116	Self-Attentive Generative Adversarial Network for Cloud Detection in High Resolution Remote Sensing Images	IEEE GRSL	2020		Weakly supervised	hybrid	MSI	HR	Cloud	Target detection
115	Spectral Mixture Model Inspired Network Architectures for HSI Unmixing	IEEE TGRS	2020		semi supervised	hybrid	HSI	VHR	Urban	Unmixing
114	3D convolutional siamese network for few-shot HSI classification	JARS	2020		Transfer Learning		HSI			Classification
113	When self-supervised learning meets scene classification: Remote sensing scene classification based on a multitask learning framework	Remote Sensing	2020		semi supervised	CE	RGB	VHR	Urban	Classification
112	An automated framework for plant detection based on deep simulated learning from drone imagery	Remote Sensing	2020		Transfer Learning		RGB	VHR	agriculture	target detection
111	Visual Saliency-Based Extended Morphological Profiles for Unsupervised Feature Learning of HSI Images	IEEE GRSL	2020		unsupervised		HSI	VHR	agriculture	Classification
110	Deep Learning Applications on Multitemporal SAR (Sentinel-1) Image Classification Using Confined Labeled Data: The Case of Detecting Rice Paddy in South Korea	IEEE TGRS	2020		Weakly supervised		SAR	HR	agriculture	Classification
109	SD-GAN: Saliency-Discriminated GAN for Remote Sensing Image Superresolution	IEEE GRSL	2020		Transfer Learning	contrastive	RGB	VHR	Urban	super resolution
108	Transferring deep learning models for cloud detection between Landsat-8 and Proba-V	ISPRS J	2020		Transfer Learning	CE	MSI		Cloud	Target detection
107	Improving model robustness for soybean iron deficiency chlorosis rating by unsupervised pre-training on unmanned aircraft system derived images	Computers and Electronics in Agriculture	2020		Transfer Learning	mse	RGB	VHR	Agriculture	Regression
106	Pan-GAN: An unsupervised pan-sharpening method for remote sensing image fusion	Information Fusion	2020		Unsupervised	Contrastive				Fusion
105	Thin cloud removal in optical remote sensing images based on generative adversarial networks and physical model of cloud distortion	ISPRS J	2020		semi supervised	Hybrid	MSI	HR	Cloud	Other
104	Open-source data-driven urban land-use mapping integrating point-line-polygon semantic objects: A case study of Chinese cities	RSE	2020		Transfer Learning		RGB	VHR	Urban	Classification
103	Accurate cloud detection in high-resolution remote sensing imagery by weakly supervised deep learning	RSE	2020	Codes	Weakly supervised	CE	MSI	HR	Cloud	Target detection
102	Hierarchical Weakly Supervised Learning for Residential Area Semantic Segmentation in Remote Sensing Images	IEEE GRSL	2020		Weakly supervised		RGB	VHR		classification
101	Vehicle Detection in Remote Sensing Images Leveraging on Simultaneous Super-Resolution	IEEE GRSL	2020		unsupervised	hybrid	RGB	VHR		super resolution
100	Attention GANs: Unsupervised Deep Feature Learning for Aerial Scene Classification	IEEE TGRS	2020	Codes	Transfer Learning	contrastive	RGB	VHR		classification
99	Transfer Learning for Segmenting Dimensionally Reduced HSI Images	IEEE GRSL	2020	Codes	Transfer Learning	ce	HSI			dimension reduction
98	What, Where, and How to Transfer in SAR Target Recognition Based on Deep CNNs	IEEE TGRS	2020	Codes	Transfer Learning		SAR			target detection
97	Unsupervised Adversarial Domain Adaptation Network for Semantic Segmentation	IEEE GRSL	2020		unsupervised	contrastive	RGB	VHR	urban	classification
96	Unsupervised Segmentation of HSI Images Using 3-D Convolutional Autoencoders	IEEE GRSL	2020		unsupervised	hybrid	HSI			classification
95	Distilling Before Refine: Spatio-Temporal Transfer Learning for Mapping Irrigated Areas Using Sentinel-1 Time Series	IEEE GRSL	2020		Transfer Learning	hybrid	SAR	HR	agriculture	classification
94	Unsupervised Scale-Driven Change Detection With Deep Spatial–Spectral Features for VHR Images	IEEE TGRS	2020		unsupervised		MSI	HR		change detection
93	An Unsupervised Remote Sensing Single-Image Super-Resolution Method Based on Generative Adversarial Network	IEEE Access	2020		unsupervised	hybrid	RGB	MR		super resolution
92	Semi-Supervised Representation Learning for Remote Sensing Image Classification Based on Generative Adversarial Networks	IEEE Access	2020		semi supervised	contrastive	RGB	VHR		classification
91	Multi-Adversarial Partial Transfer Learning With Object-Level Attention Mechanism for Unsupervised Remote Sensing Scene Classification	IEEE Access	2020		unsupervised	contrastive	RGB	VHR	urban	classification
90	Bayesian Transfer Learning for Object Detection in Optical Remote Sensing Images	IEEE TGRS	2020	Codes	Transfer Learning	ce	RGB	VHR	urban	target detection
89	Similarity-Based Unsupervised Deep Transfer Learning for Remote Sensing Image Retrieval	IEEE TGRS	2020		Transfer Learning	Similarity	RGB	VHR	urban	Other
88	An Efficient Deep Unsupervised Superresolution Model for Remote Sensing Images	IEEE JSTARS	2020		unsupervised	Similarity	RGB	VHR		super resolution
87	Unsupervised Deep Joint Segmentation of Multitemporal High-Resolution Images	IEEE TGRS	2020		unsupervised	CE	MSI	HR	urban	classification
86	Modified Autoencoder Training and Scoring for Robust Unsupervised Anomaly Detection in Deep Learning	IEEE Access	2020		unsupervised		HSI	HR		anomaly detection
85	BAS$^{4}$Net: Boundary-Aware Semi-Supervised Semantic Segmentation Network for Very High Resolution Remote Sensing Images	IEEE JSTARS	2020		semi supervised	ce	RGB	VHR	urban	classification
84	Transfer Learning With CNNs for Segmentation of PALSAR-2 Power Decomposition Components	IEEE JSTARS	2020		Transfer Learning	mse	SAR	MR		classification
83	X-ModalNet: A semi-supervised deep cross-modal network for classification of remote sensing data	ISPRS J	2020		semi supervised	Hybrid	Multi-sensor		Urban	Classification
82	Arctic vegetation mapping using unsupervised training datasets and convolutional neural networks	Remote Sensing	2019		unsupervised		multi-sensor	VHR	Forest	Classification
81	Semantic segmentation on remotely sensed images using an enhanced global convolutional network with channel attention and domain specific transfer learning	Remote Sensing	2019		Transfer Learning		MSI	MR	Urban	Classification
80	Superpixel-guided layer-wise embedding CNN for remote sensing image classification	Remote Sensing	2019		semi supervised	CE	multi-sensor		Urban	Classification
79	Comparing deep neural networks, ensemble classifiers, and support vector machine algorithms for object-based urban land use/land cover classification	Remote Sensing	2019		unsupervised	Other	MSI	VHR	Urban	Classification
78	HSI remote sensing of phytoplankton species composition based on transfer learning	Remote Sensing	2019		Transfer Learning	MSE	HSI	HR	Water	Regression
77	Large-scale remote sensing image retrieval based on semi-supervised adversarial hashing	Remote Sensing	2019		semi supervised	contrastive	RGB	VHR	Urban	Classification
76	Combining deep learning and prior knowledge for crop mapping in tropical regions from multitemporal SAR image sequences	Remote Sensing	2019		semi supervised	CE	SAR	MR	agriculture	Classification
75	Unsupervised deep noise modeling for HSI image change detection	Remote Sensing	2019		unsupervised	Other	HSI	MR	agriculture	change detection
74	Fast spectral clustering for unsupervised HSI image classification	Remote Sensing	2019		unsupervised		HSI	VHR	agriculture	Classification
73	Scene Classification Using Hierarchical Wasserstein CNN	IEEE TGRS	2019		semi supervised	Other	RGB	VHR	Urban	Classification
72	Automatic post-disaster damage mapping using deep-learning techniques for change detection: Case study of the Tohoku tsunami	Remote Sensing	2019		unsupervised	reconstruction	MSI	MR	Urban	change detection
71	A scale robust convolutional neural network for automatic building extraction from aerial and satellite imagery	T&F IJRS	2019		Transfer Learning	CE	RGB	VHR	Urban	target detection
70	PolSAR Image Semantic Segmentation Based on Deep Transfer Learning - Realizing Smooth Classification With Small Training Sets	IEEE GRSL	2019		Transfer Learning	CE	SAR	VHR	agriculture	Classification
69	Individual tree-crown detection in RGB imagery using semi-supervised deep learning neural networks	Remote Sensing	2019	Codes	semi supervised		multi-sensor	VHR	Forest	target detection
68	An unsupervised SAR change detection method based on stochastic subspace ensemble learning	Remote Sensing	2019		unsupervised		SAR	MR	agriculture	change detection
67	SiftingGAN: Generating and Sifting Labeled Samples to Improve the Remote Sensing Image Scene Classification Baseline In Vitro	IEEE GRSL	2019		Transfer Learning	contrastive	RGB	VHR	Urban	Classification
66	DAEN: Deep Autoencoder Networks for HSI Unmixing	IEEE TGRS	2019		unsupervised	reconstruction	HSI	VHR	agriculture	Unmixing
65	Semisupervised HSI Image Classification Using Deep Features	IEEE JSTARS	2019		Transfer Learning		HSI	VHR	Urban	Classification
64	TCANet for domain adaptation of HSI images	Remote Sensing	2019		Transfer Learning		HSI	VHR	Urban	Classification
63	Wetland classification based on a new efficient generative adversarial network and Jilin-1 satellite image	Remote Sensing	2019		Transfer Learning	hybrid	MSI	VHR	Wetland	Classification
62	Void Filling of Digital Elevation Models with Deep Generative Models	IEEE GRSL	2019		Transfer Learning		LiDAR	VHR	Urban	Other
61	Unsupervised Clustering of Seismic Signals Using Deep Convolutional Autoencoders	IEEE GRSL	2019		unsupervised	Other				Classification
60	Fine-grained classification of HSI imagery based on deep learning	Remote Sensing	2019		Transfer Learning	contrastive	HSI	MR	agriculture	Classification
59	Land cover change detection from high-resolution remote sensing imagery using multitemporal deep feature collaborative learning and a semi-supervised chan-vese model	Remote Sensing	2019		semi supervised		MSI	VHR	Urban	change detection
58	Differentially deep subspace representation for unsupervised change detection of SAR images	Remote Sensing	2019		unsupervised		SAR	HR	Urban	change detection
57	Simple yet effective fine-tuning of deep cnns using an auxiliary classification loss for remote sensing scene classification	Remote Sensing	2019		Transfer Learning	CE	RGB	VHR	Urban	Classification
56	HSI remote sensing image change detection based on tensor and deep learning	Journal of Visual Communication and Image Representation	2019		semi supervised		HSI	MR		Change detection
55	Semantic segmentation of slums in satellite images using transfer learning on fully convolutional neural networks	ISPRS J	2019		Transfer Learning	CE			Urban	Classification
54	Unsupervised Difference Representation Learning for Detecting Multiple Types of Changes in Multitemporal Remote Sensing Images	IEEE TGRS	2019		unsupervised	mse	MSI	VHR		change detection
53	Unsupervised Deep Change Vector Analysis for Multiple-Change Detection in VHR Images	IEEE TGRS	2019		unsupervised		MSI	VHR	urban	change detection
52	SiftingGAN: Generating and Sifting Labeled Samples to Improve the Remote Sensing Image Scene Classification Baseline In Vitro	IEEE GRSL	2019		Transfer Learning	contrastive	RGB	HR		classification
51	SAR Image Retrieval Based on Unsupervised Domain Adaptation and Clustering	IEEE GRSL	2019		Transfer Learning	contrastive	SAR	HR		classification
50	Transferred Deep Learning-Based Change Detection in Remote Sensing Images	IEEE TGRS	2019		semi supervised	hybrid	SAR	MR		change detection
49	Unsupervised Deep Feature Learning With Iteratively Refined Pseudo Classes for Scene Representation	IEEE Access	2019		unsupervised	hybrid	RGB	VHR		classification
48	Aggregated Deep Fisher Feature for VHR Remote Sensing Scene Classification	IEEE JSTARS	2019		semi supervised	ce	RGB	VHR		classification
47	Unsupervised Deep Slow Feature Analysis for Change Detection in Multi-Temporal Remote Sensing Images	IEEE TGRS	2019		unsupervised	mse	HSI	MR	urban	change detection
46	Learning to propagate labels on graphs: An iterative multitask regression framework for semi-supervised HSI dimensionality reduction	ISPRS J	2019		semi supervised		HSI			dimension reduction
45	Learnable manifold alignment (LeMA): A semi-supervised cross-modality learning framework for land cover and land use classification	ISPRS J	2019		semi supervised		Multi-sensor	VHR	Urban	Classification
44	Unsupervised spectral-spatial feature learning via deep residual conv-deconv network for HSI image classification	IEEE TGRS	2018		semi supervised	Other	HSI	VHR	Urban	Classification
43	Remote sensing image classification based on Stacked Denoising Autoencoder	Remote Sensing	2018		unsupervised	reconstruction	MSI	HR	Forest	Classification
42	Semisupervised HSI Image Classification Based on Generative Adversarial Networks	IEEE GRSL	2018		Transfer Learning	CE	HSI	MR	agriculture	Classification
41	Remote sensing scene classification based on convolutional neural networks pre-trained using attention-guided sparse filters	Remote Sensing	2018		semi supervised	CE	RGB	VHR	Urban	Classification
40	When low rank representation based HSI imagery classification meets segmented stacked denoising auto-encoder based spatial-spectral feature	Remote Sensing	2018		unsupervised	reconstruction	HSI	VHR	Urban	Classification
39	Long-term annual mapping of four cities on different continents by applying a deep information learning method to Landsat data	Remote Sensing	2018		Transfer Learning		MSI	MR	Urban	change detection
38	Parallel multi-stage features fusion of deep convolutional neural networks for aerial scene classification	T&F RSL	2018		Transfer Learning		RGB	VHR	Urban	Classification
37	Semantic labeling of high resolution aerial imagery and LiDAR data with fine segmentation network	Remote Sensing	2018		unsupervised	CE	multi-sensor	VHR	Urban	Classification
36	HSI imagery classification based on semi-supervised broad learning system	Remote Sensing	2018		semi supervised		HSI	MR	agriculture	Classification
35	A Deep Network Architecture for Super-Resolution-Aided HSI Image Classification with Classwise Loss	IEEE TGRS	2018		semi supervised	hybrid	HSI	VHR	Urban	Classification
34	Unsupervised deep feature learning for remote sensing image retrieval	Remote Sensing	2018		unsupervised	reconstruction	RGB	VHR	Urban	Classification
33	Stacked nonnegative sparse autoencoders for robust HSI unmixing	IEEE GRSL	2018		unsupervised	reconstruction	HSI	MR	agriculture	Unmixing
32	Deep Convolutional Neural Network for Complex Wetland Classification Using Optical Remote Sensing Imagery	IEEE JSTARS	2018		semi supervised		MSI	VHR	Wetland	Classification
31	Low-shot learning for the semantic segmentation of remote sensing imagery	IEEE TGRS	2018		unsupervised	hybrid	HSI	VHR	agriculture	Classification
30	WSF-NET: Weakly supervised feature-fusion network for binary segmentation in remote sensing image	Remote Sensing	2018		Weakly supervised		MSI	MR	Urban	Classification
29	MsRi-CCF: Multi-scale and rotation-insensitive convolutional channel features for geospatial object detection	Remote Sensing	2018		Weakly supervised	hybrid	RGB	VHR	Urban	Classification
28	Automatic mapping of thermokarst landforms from remote sensing images using deep learning: A case study in the northeastern Tibetan Plateau	Remote Sensing	2018		semi supervised		RGB	VHR	Water	Classification
27	Deep networks under scene-level supervision for multi-class geospatial object detection from remote sensing images	ISPRS J	2018		Weakly supervised	CE	RGB	VHR		Target detection
26	Disaster damage detection through synergistic use of deep learning and 3D point cloud features derived from very high resolution oblique aerial images, and multiple-kernel-learning	ISPRS J	2018		Transfer Learning	CE	RGB	VHR	Urban	target detection
25	A semi-supervised generative framework with deep learning features for high-resolution remote sensing image scene classification	ISPRS J	2018		semi supervised		RGB	VHR		Classification
24	A deep learning framework for remote sensing image registration	ISPRS J	2018		Semi supervised	mse				registration
23	Urban land-use mapping using a deep convolutional neural network with high spatial resolution MSI remote sensing imagery	RSE	2018		semi supervised	CE	MSI	VHR	Urban	Classification
22	Semi-Supervised Deep Learning Using Pseudo Labels for HSI Image Classification	IEEE TIP	2018		semi supervised	ce	HSI	VHR	urban	classification
21	An Unsupervised Convolutional Feature Fusion Network for Deep Representation of Remote Sensing Images	IEEE GRSL	2018		semi supervised	mse	RGB	VHR	urban	classification
20	Active Learning With Convolutional Neural Networks for HSI Image Classification Using a New Bayesian Approach	IEEE TGRS	2018		semi supervised	ce	HSI	MR	Agriculture	classification
19	A New Deep Generative Network for Unsupervised Remote Sensing Single-Image Super-Resolution	IEEE TGRS	2018	Codes	unsupervised	Similarity	RGB	MR	urban	super resolution
18	Scene classification based on a hierarchical convolutional sparse auto-encoder for high spatial resolution imagery	T&F IJRS	2017		unsupervised	reconstruction	RGB	VHR	Urban	Classification
17	Fuzzy AutoEncode based cloud detection for remote sensing imagery	Remote Sensing	2017		unsupervised	MSE	MSI	MR	Cloud	Target detection
16	Change detection in SAR images based on deep semi-NMF and SVD networks	Remote Sensing	2017		unsupervised		SAR	MR	Urban	change detection
15	Adapting Remote Sensing to New Domain with ELM Parameter Transfer	IEEE GRSL	2017		Transfer Learning		RGB	VHR	Urban	Classification
14	Generative adversarial networks-based semi-supervised learning for HSI image classification	Remote Sensing	2017		Transfer Learning	contrastive	HSI	VHR	agriculture	Classification
13	Encoding Spectral and Spatial Context Information for HSI Image Classification	IEEE GRSL	2017		semi supervised	reconstruction	HSI	VHR	Urban	Classification
12	A new difference image creation method based on deep neural networks for change detection in remote-sensing images	T&F IJRS	2017		unsupervised	reconstruction	RGB	VHR	Urban	change detection
11	Active Deep Learning for Classification of HSI Images	IEEE JSTARS	2017		semi supervised		HSI			classification
10	Learning to Diversify Deep Belief Networks for HSI Image Classification	IEEE TGRS	2017		semi supervised	ce	HSI			classification
9	Discriminative Feature Learning for Unsupervised Change Detection in Heterogeneous Images Based on a Coupled Neural Network	IEEE TGRS	2017		unsupervised	hybrid				change detection
8	MARTA GANs: Unsupervised Representation Learning for Remote Sensing Image Classification	IEEE GRSL	2017		unsupervised	hybrid	RGB	VHR	urban	classification
7	A Novel Deep Embedding Network for Building Shape Recognition	IEEE GRSL	2017		Transfer Learning	hybrid	RGB	VHR	urban	classification
6	Shape-based object extraction in high-resolution remote-sensing images using deep Boltzmann machine	T&F IJRS	2016		unsupervised	reconstruction	RGB	VHR	Urban	Classification
5	Change detection based on deep feature representation and mapping transformation for multi-spatial-resolution remote sensing images	ISPRS J	2016		Unsupervised	reconstruction				Change detection
4	Unsupervised Deep Feature Extraction for Remote Sensing Image Classification	IEEE TGRS	2016		semi supervised	reconstruction	RGB			classification
3	Transferring deep convolutional neural networks for the scene classification of high-resolution remote sensing imagery	Remote Sensing	2015		Transfer Learning		RGB	VHR	Urban	Classification
2	Object recognition in remote sensing images using sparse deep belief networks	T&F RSL	2015		unsupervised	Other	RGB	VHR	Urban	target detection
1	Object Detection in Optical Remote Sensing Images Based on Weakly Supervised Learning and High-Level Feature Learning	IEEE TGRS	2015		Weakly supervised	mse	RGB	VHR		target detection