Multi-modality transfer learning for cloudy remote sensing images: Addressing modality imbalance with knowledge distillation.

Yuze Wang 0005 Central South University, School of Geosciences and Info-Physics, Changsha, China https://ieeexplore.ieee.org/author/37089193776 https://orcid.org/0000-0001-9586-0393 Yuze Wang Yuze Wang 0001 Zhejiang University, College of Information Science and Electronic Engineering, Hangzhou, China https://ieeexplore.ieee.org/author/37086884336 https://orcid.org/0000-0002-8575-3508 Yuze Wang 0002 Shanghai Jiao Tong University, School of Electronic Information and Electrical Engineering, China https://orcid.org/0000-0002-0500-3644 https://www.wikidata.org/entity/Q88332219 Yuze Wang 0003 Jilin University, College of Computer Science and Technology, Changchun, China Yuze Wang 0004 Huawei Noah's Ark Lab, Beijing, China Yuze Wang 0006 Beihang University, School of Computer Science and Engineering, State Key Laboratory of Virtual Reality Technology and Systems, China https://orcid.org/0009-0000-7676-3408 Yuze Wang 0007 王玉泽 University of Electronic Science and Technology of China, School of Computer Science and Engineering, Chengdu, China Yuze Wang 0008 Yanshan University, School of Electrical Engineeering, Qinhuangdao, China https://ieeexplore.ieee.org/author/37089331618 Yuze Wang 0009 China University of Mining and Technology, School of Information and Control Engineering, Xuzhou, China https://orcid.org/0009-0009-1573-9880 Yuze Wang 0010 Harbin Institute of Technology, Weihai, China Yuze Wang 0011 Wuhan University of Technology, Hubei Key Laboratory of Transportation Internet of Things, China

Yuze Wang 0005 Rong Xiao Haifeng Li 0007 Mariana Belgiu Chao Tao 0001 Multi-modality transfer learning for cloudy remote sensing images: Addressing modality imbalance with knowledge distillation. 2026 113361 177 Pattern Recognit. https://doi.org/10.1016/j.patcog.2026.113361 db/journals/pr/pr177.html#WangXLBT26 streams/journals/pr

Yuze Wang 0005 Aoran Hu Ji Qi 0001 Yang Liu Chao Tao 0001 Weakly Supervised Framework Considering Multi-Temporal Information for Large-Scale Cropland Mapping With Satellite Imagery. 1-21 2025 63 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2025.3602949 db/journals/tgrs/tgrs63.html#WangHQLT25 streams/journals/tgrs

Haiyang Wu Zhuofei Du Dandan Zhong Yuze Wang 0005 Chao Tao 0001 FSVLM: A Vision-Language Model for Remote Sensing Farmland Segmentation. 1-13 2025 63 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2025.3532960 db/journals/tgrs/tgrs63.html#WuDZWT25 streams/journals/tgrs

Yuze Wang 0005 Rong Xiao Haifeng Li 0007 Mariana Belgiu Chao Tao 0001 Enhancing Scene Classification in Cloudy Image Scenarios: A Collaborative Transfer Method with Information Regulation Mechanism using Optical Cloud-Covered and SAR Remote Sensing Images. 2025 January abs/2501.04283 CoRR https://doi.org/10.48550/arXiv.2501.04283 db/journals/corr/corr2501.html#abs-2501-04283 streams/journals/corr

Yuze Wang 0005 Mariana Belgiu Haiyang Wu Dandan Zhong Yangyang Cao Chao Tao 0001 A Joint Learning Framework with Feature Reconstruction and Prediction for Incomplete Satellite Image Time Series in Agricultural Semantic Segmentation. 2025 May abs/2505.19159 CoRR https://doi.org/10.48550/arXiv.2505.19159 db/journals/corr/corr2505.html#abs-2505-19159 streams/journals/corr

Yuze Wang 0005 Aoran Hu Ji Qi 0001 Yang Liu Chao Tao 0001 Weakly Supervised Framework Considering Multi-temporal Information for Large-scale Cropland Mapping with Satellite Imagery. 2024 abs/2411.18475 CoRR https://doi.org/10.48550/arXiv.2411.18475 db/journals/corr/corr2411.html#abs-2411-18475 streams/journals/corr

Chao Tao 0001 Rong Xiao Yuze Wang 0005 Ji Qi 0001 Haifeng Li 0007 A General Transitive Transfer Learning Framework for Cross-Optical Sensor Remote Sensing Image Scene Understanding. 4248-4260 2023 16 IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. https://doi.org/10.1109/JSTARS.2023.3269852 db/journals/staeors/staeors16.html#TaoXWQL23

Chao Tao 0001 Aoran Hu Rong Xiao Haifeng Li 0007 Yuze Wang 0005 Using Global Land Cover Product as Prompt for Cropland Mapping via Visual Foundation Model. 2023 abs/2310.10219 CoRR https://doi.org/10.48550/arXiv.2310.10219 db/journals/corr/corr2310.html#abs-2310-10219

Yuze Wang 0005 Rong Xiao Ji Qi 0001 Chao Tao 0001 Cross-Sensor Remote-Sensing Images Scene Understanding Based on Transfer Learning Between Heterogeneous Networks. 1-5 2022 19 IEEE Geosci. Remote. Sens. Lett. https://doi.org/10.1109/LGRS.2021.3116601 https://www.wikidata.org/entity/Q111520082 db/journals/lgrs/lgrs19.html#WangXQT22

Rong Xiao Yuze Wang 0005 Chao Tao 0001 Fine-Grained Road Scene Understanding From Aerial Images Based on Semisupervised Semantic Segmentation Networks. 1-5 2022 19 IEEE Geosci. Remote. Sens. Lett. https://doi.org/10.1109/LGRS.2021.3059708 db/journals/lgrs/lgrs19.html#XiaoWT22

Mariana Belgiu Yangyang Cao Zhuofei Du Aoran Hu Haifeng Li 0007 Yang Liu Ji Qi 0001 Chao Tao 0001 Haiyang Wu Rong Xiao Dandan Zhong