THE SEN1-2 DATASET FOR DEEP LEARNING IN SAR-OPTICAL DATA FUSION

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1. A Flexible Multi-Temporal and Multi-Modal Framework for Sentinel-1 and Sentinel-2 Analysis Ready Data P. Upadhyay et al. 10.3390/rs14051120
2. Optical and SAR Image Registration Based on Feature Decoupling Network D. Xiang et al. 10.1109/TGRS.2022.3211858
3. A Dual-Generator Translation Network Fusing Texture and Structure Features for SAR and Optical Image Matching H. Nie et al. 10.3390/rs14122946
4. Comparative Analysis of Edge Information and Polarization on SAR-to-Optical Translation Based on Conditional Generative Adversarial Networks Q. Zhang et al. 10.3390/rs13010128
5. Efficient End-to-End Diffusion Model for One-Step SAR-to-Optical Translation J. Qin et al. 10.1109/LGRS.2024.3506566
6. Continuous Forest Monitoring Using Cumulative Sums of Sentinel-1 Timeseries J. Ruiz-Ramos et al. 10.3390/rs12183061
7. SAR and Multi-Spectral Data Fusion for Local Climate Zone Classification with Multi-Branch Convolutional Neural Network G. He et al. 10.3390/rs15020434
8. AIR-POLSAR-CR1.0: A Benchmark Dataset for Cloud Removal in High-Resolution Optical Remote Sensing Images with Fully Polarized SAR Y. Wang et al. 10.3390/rs17020275
9. A Novel Loss Function for Optical and SAR Image Matching: Balanced Positive and Negative Samples Y. He et al. 10.1109/LGRS.2022.3225965
10. Remote Sensing Data Fusion With Generative Adversarial Networks: State-of-the-art methods and future research directions P. Liu et al. 10.1109/MGRS.2022.3165967
11. Sar2color: Learning Imaging Characteristics of SAR Images for SAR-to-Optical Transformation Z. Guo et al. 10.3390/rs14153740
12. Two-Way Generation of High-Resolution EO and SAR Images via Dual Distortion-Adaptive GANs Y. Qing et al. 10.3390/rs15071878
13. Automatic dataset builder for Machine Learning applications to satellite imagery A. Sebastianelli et al. 10.1016/j.softx.2021.100739
14. Pixel level fusion techniques for SAR and optical images: A review S. Kulkarni & P. Rege 10.1016/j.inffus.2020.01.003
15. Cloud-Guided Fusion With SAR-to-Optical Translation for Thick Cloud Removal X. Xiang et al. 10.1109/TGRS.2024.3431556
16. SAR Temporal Shifting: A New Approach for Optical-to-SAR Translation with Consistent Viewing Geometry M. Rangzan et al. 10.3390/rs16162957
17. Multisensor Fusion and Explicit Semantic Preserving-Based Deep Hashing for Cross-Modal Remote Sensing Image Retrieval Y. Sun et al. 10.1109/TGRS.2021.3136641
18. Feature Matching and Position Matching Between Optical and SAR With Local Deep Feature Descriptor Y. Liao et al. 10.1109/JSTARS.2021.3134676
19. Robust Matching for SAR and Optical Images Using Multiscale Convolutional Gradient Features L. Zhou et al. 10.1109/LGRS.2021.3105567
20. A Multihierarchy Flow Field Prediction Network for Multimodal Remote Sensing Image Registration W. Wang et al. 10.1109/JSTARS.2025.3532939
21. HVT-cGAN: Hybrid Vision Transformer cGAN for SAR-to-Optical Image Translation W. Zhao et al. 10.1109/TGRS.2024.3523040
22. Feature-Guided SAR-to-Optical Image Translation J. Zhang et al. 10.1109/ACCESS.2020.2987105
23. Self-Supervised Pre-Training with Bridge Neural Network for SAR-Optical Matching L. Qian et al. 10.3390/rs14122749
24. Modified pix2pixHD for Enhancing Spatial Resolution of Image for Conversion from SAR Images to Optical Images in Application of Landslide Area Detection K. Arai 10.3390/info16030163
25. Optical and SAR Image Matching Using Pixelwise Deep Dense Features H. Zhang et al. 10.1109/LGRS.2020.3039473
26. ADD-UNet: An Adjacent Dual-Decoder UNet for SAR-to-Optical Translation Q. Luo et al. 10.3390/rs15123125
27. A review of fusion framework using optical sensors and Synthetic Aperture Radar imagery to detect and map land degradation and sustainable land management in the semi-arid regions D. Sengani et al. 10.1080/10106049.2023.2278325
28. Variational Diffusion Method for Remote Sensing Image Fusion C. Zhang et al. 10.1109/LGRS.2024.3388167
29. Sentinel-2 Sharpening via Parallel Residual Network J. Wu et al. 10.3390/rs12020279
30. MS-GAN: Learn to Memorize Scene for Unpaired SAR-to-Optical Image Translation Z. Guo et al. 10.1109/JSTARS.2024.3411691
31. Adversarial Examples for CNN-Based SAR Image Classification: An Experience Study H. Li et al. 10.1109/JSTARS.2020.3038683
32. MIVI: multi-stage feature matching for infrared and visible image Y. Di et al. 10.1007/s00371-023-02889-9
33. Automatic Registration of Optical and SAR Images Via Improved Phase Congruency Model Y. Xiang et al. 10.1109/JSTARS.2020.3026162
34. Multiscale learning-based optical image–guided super-resolution network for synthetic aperture radar image Y. Li et al. 10.1117/1.JRS.19.026506
35. Lie to Me: A Soft Threshold Defense Method for Adversarial Examples of Remote Sensing Images L. Chen et al. 10.1109/LGRS.2021.3096244
36. A Novel Coarse-to-Fine Deep Learning Registration Framework for Multimodal Remote Sensing Images D. Quan et al. 10.1109/TGRS.2023.3306042
37. Context-Driven Automatic Target Detection With Cross-Modality Real-Synthetic Image Merging Z. Geng et al. 10.1109/JSTARS.2025.3531788
38. OGSRN: Optical-guided super-resolution network for SAR image Y. LI et al. 10.1016/j.cja.2021.08.036
39. Generative knowledge transfer for ship detection in SAR images X. Lou et al. 10.1016/j.compeleceng.2022.108041
40. A Survey on SAR and Optical Satellite Image Registration O. Sommervold et al. 10.3390/rs15030850
41. SAR-to-optical image translation using multi-stream deep ResCNN of information reconstruction Y. Pan et al. 10.1016/j.eswa.2023.120040
42. Multi-View Feature Fusion and Visual Prompt for Remote Sensing Image Captioning S. Wang et al. 10.1109/TGRS.2024.3426359
43. An unpaired SAR-to-optical image translation method based on Schrödinger bridge network and multi-scale feature fusion J. Wang et al. 10.1038/s41598-024-75762-x
44. Quality Assessment of SAR-to-Optical Image Translation J. Zhang et al. 10.3390/rs12213472
45. Integrating Multitemporal SAR and Optical Information for Missing Optical Imagery Generation C. Dong et al. 10.1109/TGRS.2024.3451558
46. SAR Target Recognition Using cGAN-Based SAR-to-Optical Image Translation Y. Sun et al. 10.3390/rs14081793
47. A Global-to-Local Algorithm for High-Resolution Optical and SAR Image Registration Y. Xiang et al. 10.1109/TGRS.2023.3309855
48. Grassland mowing event detection using combined optical, SAR, and weather time series A. Holtgrave et al. 10.1016/j.rse.2023.113680
49. A lightweight deep convolutional network with inverted residuals for matching optical and SAR images Y. Zhu et al. 10.1080/01431161.2024.2347529
50. Improving crop classification accuracy using Sentinel-1 C-SAR data and GAN-generated optical images R. Sonobe et al. 10.1117/1.JRS.19.024505
51. Feature Intensification Using Perception-Guided Regional Classification for Remote Sensing Image Super-Resolution Y. Li et al. 10.3390/rs16224201
52. Comparison of SAR-Optical translation frameworks based on Generative Adversarial Networks (GAN) R. SONOBE et al. 10.4287/jsprs.62.127
53. Contrastive Learning of Multimodal Consistency Feature Representation for Remote Sensing Image Registration Z. Han et al. 10.1109/JSTARS.2024.3405020
54. Reciprocal translation between SAR and optical remote sensing images with cascaded-residual adversarial networks S. Fu et al. 10.1007/s11432-020-3077-5
55. Multimodal Remote Sensing Image Registration via Modality Perception and Self-Supervised Position Estimation Y. Xiao et al. 10.1109/TGRS.2025.3576290
56. A novel SAR and optical image fusion algorithm based on an improved SPCNN and phase congruency information Y. Fu et al. 10.1080/01431161.2023.2179899
57. Multifeature Alignment and Matching Network for SAR and Optical Image Registration X. Hu et al. 10.1109/JSTARS.2024.3492278
58. A Novel Rotation and Scale Equivariant Network for Optical-SAR Image Matching H. Nie et al. 10.1109/TGRS.2024.3452929
59. A Robust Two-Stage Registration Algorithm for Large Optical and SAR Images Y. Xiang et al. 10.1109/TGRS.2021.3133863
60. Synthetic Aperture Radar image analysis based on deep learning: A review of a decade of research A. Passah et al. 10.1016/j.engappai.2023.106305
61. Learning a Joint Embedding of Multiple Satellite Sensors: A Case Study for Lake Ice Monitoring M. Tom et al. 10.1109/TGRS.2022.3211184
62. Optical and Synthetic Aperture Radar Image Fusion for Ship Detection and Recognition: Current state, challenges, and future prospects Z. Zhang et al. 10.1109/MGRS.2024.3404506
63. Learning SAR-to-Optical Image Translation via Diffusion Models With Color Memory Z. Guo et al. 10.1109/JSTARS.2024.3439516
64. SAR-to-Virtual Optical Image Translation for Improving SAR Automatic Target Recognition I. Lee & C. Park 10.1109/LGRS.2023.3312140
65. CycleGAN-Based SAR-Optical Image Fusion for Target Recognition Y. Sun et al. 10.3390/rs15235569
66. A Comparative Review of Manifold Learning Techniques for Hyperspectral and Polarimetric SAR Image Fusion J. Hu et al. 10.3390/rs11060681
67. A Novel Approach to Incomplete Multimodal Learning for Remote Sensing Data Fusion Y. Chen et al. 10.1109/TGRS.2024.3387837
68. Enhancing Adversarial Transferability With Intermediate Layer Feature Attack on Synthetic Aperture Radar Images X. Wan et al. 10.1109/JSTARS.2024.3507374
69. An Advanced SAR Image Despeckling Method by Bernoulli-Sampling-Based Self-Supervised Deep Learning Y. Yuan et al. 10.3390/rs13183636
70. Addition of fake imagery generated by generative adversarial networks for improving crop classification R. Sonobe et al. 10.1016/j.asr.2024.06.026
71. A Survey of Artificial Intelligence Approaches for Target Surveillance With Radar Sensors A. Wrabel et al. 10.1109/MAES.2021.3065069
72. SAR-to-Optical Image Translation Using Supervised Cycle-Consistent Adversarial Networks L. Wang et al. 10.1109/ACCESS.2019.2939649
73. A Robust Strategy for Large-Size Optical and SAR Image Registration Z. Li et al. 10.3390/rs14133012
74. Deep Learning Approach for SAR Image Retrieval for Reliable Positioning in GPS-Challenged Environments A. Semenov et al. 10.1109/TGRS.2024.3376691
75. Multimodal Remote Sensing Image Matching via Learning Features and Attention Mechanism Y. Zhang et al. 10.1109/TGRS.2023.3348980
76. Category-Oriented Localization Distillation for SAR Object Detection and a Unified Benchmark C. Wang et al. 10.1109/TGRS.2023.3291356
77. SAR-to-Optical Image Translating Through Generate-Validate Adversarial Networks H. Shi et al. 10.1109/LGRS.2022.3168391
78. MS-POFT: multiscale phase-orientation guided feature transform for multi-modal image matching Z. Zhang et al. 10.1080/10095020.2025.2486279
79. Multitemporal SAR-to-Optical Image Translation Using Pix2Pix With Application to Vegetation Monitoring D. Amitrano 10.1109/ACCESS.2024.3454513
80. Robust Damage Estimation of Typhoon Goni on Coconut Crops with Sentinel-2 Imagery A. Rodríguez et al. 10.3390/rs13214302
81. Reliability analysis of multimodal scene matching based on correlation peaks Z. YU et al. 10.1016/j.cja.2024.06.024
82. ACFNet: A Feature Fusion Network for Glacial Lake Extraction Based on Optical and Synthetic Aperture Radar Images J. Wang et al. 10.3390/rs13245091
83. A SAR-to-Optical Image Translation Method Based on Conditional Generation Adversarial Network (cGAN) Y. Li et al. 10.1109/ACCESS.2020.2977103
84. Cascaded Homography-Constrained Local Feature Matching for Optical and SAR Images X. Yuan et al. 10.1109/JSTARS.2025.3541071
85. AmazonCRIME: un conjunto de datos y punto de referencia de Inteligencia Artificial Geoespacial para la clasificación de áreas potenciales vinculadas a Crímenes Ambientales Transnacionales en la Selva Amazónica J. Pinto-Hidalgo & J. Silva-Centeno 10.4995/raet.2022.15710
86. Multi-Scale translation method from SAR to optical remote sensing images based on conditional generative adversarial network Y. Kong et al. 10.1080/01431161.2022.2072179
87. SAR Image Colorization Using Multidomain Cycle-Consistency Generative Adversarial Network G. Ji et al. 10.1109/LGRS.2020.2969891
88. Matching of TerraSAR-X derived ground control points to optical image patches using deep learning T. Bürgmann et al. 10.1016/j.isprsjprs.2019.09.010
89. SAR Despeckling Using a Denoising Diffusion Probabilistic Model M. Perera et al. 10.1109/LGRS.2023.3270799
90. Multiscale Generative Adversarial Network Based on Wavelet Feature Learning for SAR-to-Optical Image Translation H. Li et al. 10.1109/TGRS.2022.3211415
91. A comprehensive review of spatial-temporal-spectral information reconstruction techniques Q. Wang et al. 10.1016/j.srs.2023.100102
92. CFCA-SET: Coarse-to-Fine Context-Aware SAR-to-EO Translation With Auxiliary Learning of SAR-to-NIR Translation J. Lee et al. 10.1109/TGRS.2023.3318980
93. DMSC-GAN: A c-GAN-Based Framework for Super-Resolution Reconstruction of SAR Images Y. Kong & S. Liu 10.3390/rs16010050
94. Multimodal remote sensing image registration： a survey B. Zhu & Y. Ye 10.11834/jig.230737
95. Deep Learning Methods For Synthetic Aperture Radar Image Despeckling: An Overview Of Trends And Perspectives G. Fracastoro et al. 10.1109/MGRS.2021.3070956
96. Review of pixel-level remote sensing image fusion based on deep learning Z. Wang et al. 10.1016/j.inffus.2022.09.008
97. Enhancing Transferability with Intra-Class Transformations and Inter-Class Nonlinear Fusion on SAR Images X. Huang et al. 10.3390/rs16142539
98. Transfer Learning for Optical and SAR Data Correspondence Identification With Limited Training Labels M. Zhang et al. 10.1109/JSTARS.2020.3044643
99. A Rotation-Invariant Optical and SAR Image Registration Algorithm Based on Deep and Gaussian Features Z. Li et al. 10.3390/rs13132628
100. RMSO-ConvNeXt: A Lightweight CNN Network for Robust SAR and Optical Image Matching Under Strong Noise Interference C. Yang et al. 10.1109/TGRS.2025.3550936
101. U-SeqNet: learning spatiotemporal mapping relationships for multimodal multitemporal cloud removal Q. Zhang et al. 10.1080/15481603.2024.2330185
102. Scene-Embedded Generative Adversarial Networks for Semi-Supervised SAR-to-Optical Image Translation Z. Guo et al. 10.1109/LGRS.2024.3471553
103. FG-GAN: A Fine-Grained Generative Adversarial Network for Unsupervised SAR-to-Optical Image Translation X. Yang et al. 10.1109/TGRS.2022.3165371
104. Cloud Removal in Remote Sensing Images Using Generative Adversarial Networks and SAR-to-Optical Image Translation F. Darbaghshahi et al. 10.1109/TGRS.2021.3131035
105. SAR-to-Optical Image Translation Based on Conditional Generative Adversarial Networks—Optimization, Opportunities and Limits M. Fuentes Reyes et al. 10.3390/rs11172067
106. Optical and SAR Images Matching Based on Phase Structure Convolutional Features Y. Liu et al. 10.1109/LGRS.2023.3298687
107. Conditional Diffusion Model With Spatial-Frequency Refinement for SAR-to-Optical Image Translation J. Qin et al. 10.1109/TGRS.2024.3491826
108. Use of a DNN-Based Image Translator with Edge Enhancement Technique to Estimate Correspondence between SAR and Optical Images H. Toriya et al. 10.3390/app12094159
109. Optical-guided residual learning network for synthetic aperture radar image super-resolution Y. Li et al. 10.1117/1.JRS.16.036503
110. A Visible and Synthetic Aperture Radar Image Fusion Algorithm Based on a Transformer and a Convolutional Neural Network L. Hu et al. 10.3390/electronics13122365
111. Black-Box Universal Adversarial Attack for DNN-Based Models of SAR Automatic Target Recognition X. Wan et al. 10.1109/JSTARS.2024.3384188
112. Temporal Co-Attention Guided Conditional Generative Adversarial Network for Optical Image Synthesis Y. Weng et al. 10.3390/rs15071863
113. A Multiscale Unsupervised Orientation Estimation Method With Transformers for Remote Sensing Image Matching H. Nie et al. 10.1109/LGRS.2023.3234531
114. GFTT: Geographical Feature Tokenization Transformer for SAR-to-Optical Image Translation H. Liang et al. 10.1109/JSTARS.2024.3523274
115. Multi-Temporal Sentinel-1 and -2 Data Fusion for Optical Image Simulation W. He & N. Yokoya 10.3390/ijgi7100389
116. MARU-Net: Multiscale Attention Gated Residual U-Net With Contrastive Loss for SAR-Optical Image Matching M. Gazzea et al. 10.1109/JSTARS.2023.3277550
117. SAR-to-optical image translation for quality enhancement Y. Luo & D. Pi 10.1007/s12652-021-03665-0
118. Conditional Brownian Bridge Diffusion Model for VHR SAR to Optical Image Translation S. Kim & D. Chung 10.1109/LGRS.2025.3562401
119. CFRWD-GAN for SAR-to-Optical Image Translation J. Wei et al. 10.3390/rs15102547
120. OMA‐SSR: Optical‐guided multi‐kernel attention based SAR image super‐resolution reconstruction network Y. Li & F. Xu 10.1049/ipr2.70008
121. MIFNet: Learning Modality-Invariant Features for Generalizable Multimodal Image Matching Y. Liu et al. 10.1109/TIP.2025.3574937
122. Exploring the Potential of Unsupervised Image Synthesis for SAR-Optical Image Matching W. Du et al. 10.1109/ACCESS.2021.3079327
123. SOSSF: Landsat-8 Image Synthesis on the Blending of Sentinel-1 and MODIS Data Y. Xia et al. 10.1109/TGRS.2024.3352662
124. First Results on Wake Detection in SAR Images by Deep Learning R. Del Prete et al. 10.3390/rs13224573
125. OpenSARUrban: A Sentinel-1 SAR Image Dataset for Urban Interpretation J. Zhao et al. 10.1109/JSTARS.2019.2954850
126. Multi-Source Remote Sensing Pretraining Based on Contrastive Self-Supervised Learning C. Liu et al. 10.3390/rs14184632
127. Hybrid cGAN: Coupling Global and Local Features for SAR-to-Optical Image Translation Z. Wang et al. 10.1109/TGRS.2022.3212208
128. Advances and Challenges in Multimodal Remote Sensing Image Registration B. Zhu et al. 10.1109/JMASS.2023.3244848
129. SAR-to-Optical Image Translation Using Vision Transformer-Based CGAN S. Park et al. 10.1109/JSEN.2025.3555933
130. Noisy Remote Sensing Image Fusion Based on JSR X. Ma et al. 10.1109/ACCESS.2020.2973435
131. Edge-Preserving Convolutional Generative Adversarial Networks for SAR-to-Optical Image Translation J. Guo et al. 10.3390/rs13183575
132. A Comparative Analysis of GAN-Based Methods for SAR-to-Optical Image Translation Y. Zhao et al. 10.1109/LGRS.2022.3177001
133. Simulation of NDVI imagery using Generative Adversarial Network and Sentinel-1 C-SAR data R. SONOBE et al. 10.4287/jsprs.61.80
134. Deep Learning Meets SAR: Concepts, models, pitfalls, and perspectives X. Zhu et al. 10.1109/MGRS.2020.3046356
135. Robust Coarse-to-Fine Registration Algorithm for Optical and SAR Images Based on Two Novel Multiscale and Multidirectional Features X. Zhang et al. 10.1109/TGRS.2024.3417217
136. A Collaborative Despeckling Method for SAR Images Based on Texture Classification G. Wang et al. 10.3390/rs14061465
137. A Semi-Supervised Image-to-Image Translation Framework for SAR–Optical Image Matching W. Du et al. 10.1109/LGRS.2022.3223353
138. Cosine Similarity Template Matching Networks for Optical and SAR Image Registration W. Xiong et al. 10.1109/JSTARS.2024.3504555
139. MT_GAN: A SAR-to-optical image translation method for cloud removal P. Wang et al. 10.1016/j.isprsjprs.2025.04.011
140. Unsupervised SAR and Optical Image Matching Using Siamese Domain Adaptation Z. Zhang et al. 10.1109/TGRS.2022.3170316
141. Self-Supervised Classification of SAR Images With Optical Image Assistance C. Li et al. 10.1109/TGRS.2023.3330826
142. CIRSM-Net: A Cyclic Registration Network for SAR and Optical Images P. Wang et al. 10.1109/TGRS.2025.3540258
143. A benchmarking protocol for SAR colorization: From regression to deep learning approaches K. Shen et al. 10.1016/j.neunet.2023.10.058
144. SAR and Optical Image Registration Based on Deep Learning with Co-Attention Matching Module J. Chen et al. 10.3390/rs15153879
145. Serial GANs: A Feature-Preserving Heterogeneous Remote Sensing Image Transformation Model D. Tan et al. 10.3390/rs13193968
146. A Deep Cross-Modality Hashing Network for SAR and Optical Remote Sensing Images Retrieval W. Xiong et al. 10.1109/JSTARS.2020.3021390
147. Cross-Viewpoint Template Matching Based on Heterogeneous Feature Alignment and Pixel-Wise Consensus for Air- and Space-Based Platforms T. Hui et al. 10.3390/rs15092426
148. SAR-to-Optical Image Translation With Hierarchical Latent Features H. Wang et al. 10.1109/TGRS.2022.3200996
149. K-Means Clustering Guided Generative Adversarial Networks for SAR-Optical Image Matching W. Du et al. 10.1109/ACCESS.2020.3042213
150. An Empirical Study of Adversarial Examples on Remote Sensing Image Scene Classification L. Chen et al. 10.1109/TGRS.2021.3051641
151. EDLRDPL_Net: A New Deep Dictionary Learning Network for SAR Image Classification X. Gao et al. 10.1109/LSP.2024.3402338
152. An Accurate and Robust Multimodal Template Matching Method Based on Center-Point Localization in Remote Sensing Imagery J. Yang et al. 10.3390/rs16152831
153. Assessing the distribution pattern of otters in four rivers of the Indian Himalayan biodiversity hotspot N. Gupta et al. 10.1002/aqc.3284
154. Amplitude SAR Imagery Splicing Localization E. Cannas et al. 10.1109/ACCESS.2022.3161836
155. Segmentation-Guided Context Learning Using EO Object Labels for Stable SAR-to-EO Translation J. Lee et al. 10.1109/LGRS.2023.3344804
156. Conditional Diffusion for SAR to Optical Image Translation X. Bai et al. 10.1109/LGRS.2023.3337143