DH
Danfeng Hong
cs.CVeess.IVcs.AIcs.LGRemote sensingeess.SPHyperspectralMultispectralCross-modalityGraph learning
On Valency
published · living versionsW_arscu7rs·v1 · currentpublished
See the Future, Classify the Present: Stochastic Latent World Modeling for Hyperspectral Images
with Muhammad Ahmad, Gemine Vivone, Ronny Hänsch, Ahmed Sohaib +1
1 version
Preprints & journals
93 papers in the corpus · 2014–2026MambaX: Image Super-Resolution With State Predictive Control.42574423 · Li, Chenyu, Hong, Danfeng, Zhang, Bing et al.2026 · 5 citationsIEEE transactions on pattern analysis and machine intelligence. 2026;48(11):15039-15053
See the Future, Classify the Present: Stochastic Latent World Modeling for Hyperspectral Images2610.25781v1 · Muhammad Ahmad, Gemine Vivone, Ronny Hansch et al.2026 · 0 citationsarXivon Valency
A Geometric-Transformation Feature-Adaptive Manifold Restoration Method for Open-Vocabulary Semantic Segmentation of Remote Sensing Images2610.04300v1 · Jianzheng Wang, Huan Ni, Xiaonan Niu et al.2026 · 0 citationsarXiv
VesselBench-800K: A Large-scale Perception Benchmark for Multimodal Vessel Detection, Counting, and Density Estimation2609.37003v1 · Danfeng Hong, Chenyu Li, Jocelyn Chanussot2026 · 0 citationsarXiv
Bridging the Gap between Labeled and Unlabeled Data via Unified Flow with Feature Memory Bank2608.16681v1 · Shanwen Wang, Xin Sun, Danfeng Hong et al.2026 · 0 citationsarXiv
DisasterTD: Disaster Toponym Disambiguation Using Multimodal LLMs and Cross-View Geolocalization2607.24856v1 · Wenping Yin, Ziqi Liu, Naixia Mou et al.2026 · 0 citationsarXiv
Smart Transfer: Leveraging Vision Foundation Model for Rapid Building Damage Mapping with Post-Earthquake VHR Imagery2604.02627v1 · Hao Li, Liwei Zou, Wenping Yin et al.2026 · 0 citationsarXiv
Foundation Models in Remote Sensing: Evolving from Unimodality to Multimodality2603.00988v1 · Danfeng Hong, Chenyu Li, Xuyang Li et al.2026 · 11 citationsarXiv
Vision-Language Model Purified Semi-Supervised Semantic Segmentation for Remote Sensing Images2602.00202v1 · Shanwen Wang, Xin Sun, Danfeng Hong et al.2026 · 2 citationsarXiv
Coupled Diffusion Posterior Sampling for Unsupervised Hyperspectral and Multispectral Images Fusion.41477791 · Xu, Yang, Zhu, Jian, Hong, Danfeng et al.2026 · 1 citationIEEE transactions on image processing : a publication of the IEEE Signal Processing Society. 2026;35:69-84
DSES-Diff: A Dynamic-Spectral and Efficient-Spatial Diffusion-Based Foundation Model for Scalable Hyperspectral and Multispectral Image Fusion.42821724 · Xu, Yang, Zhu, Jian, Hong, Danfeng et al.2026 · 0 citationsIEEE transactions on image processing : a publication of the IEEE Signal Processing Society. 2026;35:10927-10941
KANO: Kolmogorov-Arnold Neural Operator for Image Super-Resolution2512.22822v1 · Chenyu Li, Danfeng Hong, Bing Zhang et al.2025 · 0 citationsarXiv
Any-Optical-Model: A Universal Foundation Model for Optical Remote Sensing2512.17224v1 · Xuyang Li, Chenyu Li, Danfeng Hong2025 · 2 citationsarXiv
Toward Resolution Mismatching: Modality-Aware Feature-Aligned Network for Pan-Sharpening.40748797 · Zhou, Man, He, Xuanhua, Hong, Danfeng2025 · 5 citationsIEEE transactions on pattern analysis and machine intelligence. 2025;47(11):10753-10769
PolicyMamba: Localized Policy Attention With State Space Model for Land Cover Classification.40694450 · Ahmad, Muhammad, Mazzara, Manuel, Distefano, Salvatore et al.2025 · 11 citationsIEEE transactions on neural networks and learning systems. 2025;36(10):17814-17825
Cross-Domain Few-Shot Segmentation via Ordinary Differential Equations over Time Intervals2509.01299v2 · Huan Ni, Qingshan Liu, Xiaonan Niu et al.2025 · 0 citationsarXiv
Hyperspectral Imaging2508.08107v2 · Danfeng Hong, Chenyu Li, Naoto Yokoya et al.2025 · 5 citationsarXiv
A General Spatial-Frequency Learning Framework for Multimodal Image Fusion.38381635 · Zhou, Man, Huang, Jie, Yan, Keyu et al.2025 · 171 citationsIEEE transactions on pattern analysis and machine intelligence. 2025;47(7):5281-5298
Joint Super-Resolution and Segmentation for 1-m Impervious Surface Area Mapping in China's Yangtze River Economic Belt2505.05367v1 · Jie Deng, Danfeng Hong, Chenyu Li et al.2025 · 11 citationsarXiv
Learning Disentangled Priors for Hyperspectral Anomaly Detection: A Coupling Model-Driven and Data-Driven Paradigm.38833391 · Li, Chenyu, Zhang, Bing, Hong, Danfeng et al.2025 · 114 citationsIEEE transactions on neural networks and learning systems. 2025;36(4):6883-6896
FlexiMo: A Flexible Remote Sensing Foundation Model2503.23844v1 · Xuyang Li, Chenyu Li, Pedram Ghamisi et al.2025 · 27 citationsarXiv
UrbanSAM: Learning Invariance-Inspired Adapters for Segment Anything Models in Urban Construction2502.15199v1 · Chenyu Li, Danfeng Hong, Bing Zhang et al.2025 · 8 citationsarXiv
S2C: Learning Noise-Resistant Differences for Unsupervised Change Detection in Multimodal Remote Sensing Images2502.12604v1 · Lei Ding, Xibing Zuo, Danfeng Hong et al.2025 · 0 citationsarXiv
Hybrid State-Space and GRU-based Graph Tokenization Mamba for Hyperspectral Image Classification2502.06427v1 · Muhammad Ahmad, Muhammad Hassaan Farooq Butt, Muhammad Usama et al.2025 · 2 citationsarXiv
A Survey of Sample-Efficient Deep Learning for Change Detection in Remote Sensing: Tasks, Strategies, and Challenges2502.02835v1 · Lei Ding, Danfeng Hong, Maofan Zhao et al.2025 · 70 citationsarXiv
SLCGC: A lightweight Self-supervised Low-pass Contrastive Graph Clustering Network for Hyperspectral Images2502.03497v2 · Yao Ding, Zhili Zhang, Aitao Yang et al.2025 · 126 citationsarXiv
Semi-supervised Semantic Segmentation for Remote Sensing Images via Multi-scale Uncertainty Consistency and Cross-Teacher-Student Attention2501.10736v3 · Shanwen Wang, Xin Sun, Changrui Chen et al.2025 · 20 citationsarXiv
Probing Synergistic High-Order Interaction for Multi-Modal Image Fusion.39374290 · Zhou, Man, Zheng, Naishan, He, Xuanhua et al.2025 · 40 citationsIEEE transactions on pattern analysis and machine intelligence. 2025;47(2):840-857
FedRSClip: Federated Learning for Remote Sensing Scene Classification Using Vision-Language Models2501.02461v1 · Hui Lin, Chao Zhang, Danfeng Hong et al.2025 · 20 citationsarXiv
Generalization-Enhanced Few-Shot Object Detection in Remote Sensing2501.02474v1 · Hui Lin, Nan Li, Pengjuan Yao et al.2025 · 42 citationsIEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2015
Adaptive Homophily Clustering: Structure Homophily Graph Learning with Adaptive Filter for Hyperspectral Image2501.01595v2 · Yao Ding, Weijie Kang, Aitao Yang et al.2025 · 89 citationsarXiv
SeaMo: A Season-Aware Multimodal Foundation Model for Remote Sensing2412.19237v2 · Xuyang Li, Chenyu Li, Gemine Vivone et al.2024 · 40 citationsarXiv
RS-MoE: A Vision-Language Model with Mixture of Experts for Remote Sensing Image Captioning and Visual Question Answering2411.01595v2 · Hui Lin, Danfeng Hong, Shuhang Ge et al.2024 · 34 citationsarXiv
Cyanobacterial blooms prediction in China's large hypereutrophic lakes based on MODIS observations and Bayesian theory.39369682 · Du, Yichen, Zhao, Huan, Li, Junsheng et al.2024 · 15 citationsJournal of hazardous materials. 2024;480:136057
Rethinking Pan-Sharpening in Closed-Loop Regularization.37379187 · Zhou, Man, Huang, Jie, Hong, Danfeng et al.2024 · 26 citationsIEEE transactions on neural networks and learning systems. 2024;35(10):14544-14558
Artificial intelligence for geoscience: Progress, challenges, and perspectives.39285902 · Zhao, Tianjie, Wang, Sheng, Ouyang, Chaojun et al.2026 · 369 citationsInnovation (Cambridge (Mass.)). 2024;5(5):100691
Dual-branch PolSAR Image Classification Based on GraphMAE and Local Feature Extraction2408.04294v1 · Yuchen Wang, Ziyi Guo, Haixia Bi et al.2024 · 7 citationsarXiv
Interpretable foundation models as decryptors peering into the Earth system.39282015 · Li, Chenyu, Hong, Danfeng, Zhang, Bing et al.2024 · 8 citationsInnovation (Cambridge (Mass.)). 2024;5(5):100682
Spatial and Spatial-Spectral Morphological Mamba for Hyperspectral Image Classification2408.01372v3 · Muhammad Ahmad, Muhammad Hassaan Farooq Butt, Adil Mehmood Khan et al.2024 · 66 citationsarXiv
SpectralGPT: Spectral Remote Sensing Foundation Model.38568772 · Hong, Danfeng, Zhang, Bing, Li, Xuyang et al.2024 · 956 citationsIEEE transactions on pattern analysis and machine intelligence. 2024;46(8):5227-5244
How to Learn More? Exploring Kolmogorov-Arnold Networks for Hyperspectral Image Classification2406.15719v1 · Ali Jamali, Swalpa Kumar Roy, Danfeng Hong et al.2024 · 94 citationsarXiv
PyramidMamba: Rethinking Pyramid Feature Fusion with Selective Space State Model for Semantic Segmentation of Remote Sensing Imagery2406.10828v1 · Libo Wang, Dongxu Li, Sijun Dong et al.2024 · 59 citationsarXiv
Superpixelwise Low-rank Approximation based Partial Label Learning for Hyperspectral Image Classification2405.17110v1 · Shujun Yang, Yu Zhang, Yao Ding et al.2024 · 7 citationsjournal={IEEE Geoscience and Remote Sensing Letters}, year={2023}, publisher={IEEE}
A Comprehensive Survey for Hyperspectral Image Classification: The Evolution from Conventional to Transformers and Mamba Models2404.14955v4 · Muhammad Ahmad, Salvatore Distifano, Adil Mehmood Khan et al.2024 · 106 citationsarXiv
Linearly-evolved Transformer for Pan-sharpening2404.12804v1 · Junming Hou, Zihan Cao, Naishan Zheng et al.2024 · 27 citationsarXiv
SpectralMamba: Efficient Mamba for Hyperspectral Image Classification2404.08489v1 · Jing Yao, Danfeng Hong, Chenyu Li et al.2024 · 72 citationsarXiv
Low-Rank Representations Meets Deep Unfolding: A Generalized and Interpretable Network for Hyperspectral Anomaly Detection2402.15335v1 · Chenyu Li, Bing Zhang, Danfeng Hong et al.2024 · 4 citationsarXiv
Cross-City Matters: A Multimodal Remote Sensing Benchmark Dataset for Cross-City Semantic Segmentation using High-Resolution Domain Adaptation Networks2309.16499v2 · Danfeng Hong, Bing Zhang, Hao Li et al.2023 · 554 citationsarXiv
Spatial Gated Multi-Layer Perceptron for Land Use and Land Cover Mapping2308.05235v1 · Ali Jamali, Swalpa Kumar Roy, Danfeng Hong et al.2023 · 16 citationsarXiv
Learning Tensor Low-Rank Representation for Hyperspectral Anomaly Detection.35609106 · Wang, Minghua, Wang, Qiang, Hong, Danfeng et al.2023 · 199 citationsIEEE transactions on cybernetics. 2023;53(1):679-691
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