基本信息

洪丹枫  研究员 博导 首届国家优秀青年基金(海外)项目获得者

工作单位: 中国科学院空天信息创新研究院
电子邮件: hongdf@aircas.ac.cn
通信地址: 北京市海淀区邓庄南路9号
邮政编码: 100094


研究领域

机器/深度学习

计算机视觉

高光谱遥感图像处理

多模态人工智能

目标检测/探测

数据智能融合




招生信息

每年直博生2名

招生专业
081002-信号与信息处理
招生方向
高光谱遥感
多模态人工智能
目标探测/检测

教育背景

2015-09--2019-10   慕尼黑工业大学   博士

工作经历


工作简历
2022-04~现在, 中国科学院空天信息创新研究院, 研究员
2020-01~2021-12,法国格勒诺布尔阿尔卑斯大学-傅里叶实验室, 客座研究员
2019-09~2021-10,德国宇航中心, 研究员&光谱视觉课题组组长
2018-03~2018-07,法国格勒诺布尔阿尔卑斯大学-傅里叶实验室, 访问学者
2015-09~2019-08,德国宇航中心, 副研究员
社会兼职
2022-11-30-今,中国测绘学会摄影测量与遥感专业委员会, 委员
2022-10-01-今,Frontiers in Remote Sensing期刊, 副主编
2022-08-22-今,中国指挥与控制学会青年工作委员会, 委员
2022-08-14-今,中国图象图形学学会遥感图像专业委员会, 委员
2022-07-01-今,ISPRS Journal of Photogrammetry and Remote Sensing期刊, 编委
2022-07-01-今,测绘学报(英文版), 编委
2022-04-01-今,IEEE国际高光谱图像与信号处理(WHISPERS)技术委员会, 委员
2022-03-31-今,遥感技术与应用, 青年编委
2021-05-01-今,Remote Sensing期刊, 编委
2021-05-01-今,Wireless Communications and Mobile Computing期刊, 编委
2021-04-30-今,IEEE Transactions on Geoscience and Remote Sensing期刊, 副主编

专利与奖励

   
奖励信息
(1) IEEE GRSS Early Career Award (早期职业成就奖), , 其他, 2022
(2) 科睿唯安2022年度全球“高被引科学家”, 其他, 2022
(3) 国家优秀自费留学生奖学金, , 其他, 2022
(4) 全球前2%顶尖科学家榜单, 其他, 2022
(5) IEEE JSTARS Best Reviewer Award, 其他, 2022
(6) IEEE TGRS Best Reviewer Award, 其他, 2022
(7) 2022 Remote Sensing Young Investigator Award (青年科学家奖), , 其他, 2022
(8) IEEE TGRS Best Reviewer Award, 其他, 2021
(9) 全球前2%顶尖科学家榜单, 其他, 2021
(10) 第11届国际高光谱图像与信息处理研讨会(WHISPERS)杰出论文奖(Jose Bioucas Dias奖,唯一), , 其他, 2021
(11) 慕尼黑工业大学最佳博士论文奖, 其他, 2019

出版信息

   
发表论文
(1) Multisource Domain Transfer Learning Based on Spectral Projections for Hyperspectral Image Classification, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2022, 第 4 作者
(2) A Unified Framework of Cloud Detection and Removal Based on Low-Rank and Group Sparse Regularizations for Multitemporal Multispectral Images, IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2022, 第 4 作者
(3) Multimodal Fusion Transformer for Remote Sensing Image Classification, 2022, 第 3 作者
(4) Revisiting Deep Hyperspectral Feature Extraction Networks via Gradient Centralized Convolution, IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2022, 第 3 作者
(5) Hyperspectral Image Classification-Traditional to Deep Models: A Survey for Future Prospects, 2022, 第 4 作者
(6) SpectralFormer: Rethinking Hyperspectral Image Classification with Transformers, IEEE Transactions on Geoscience and Remote Sensing, 2022, 第 1 作者
(7) PanCSC-Net: A Model-Driven Deep Unfolding Method for Pansharpening, IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2022, 第 3 作者
(8) Deep Learning in Multimodal Remote Sensing Data Fusion: A Comprehensive Review, 2022, 第 2 作者
(9) Hyperspectral Anomaly Detection Using Deep Learning: A Review, Remote Sensing, 2022, 第 8 作者
(10) Sparsity-Enhanced Convolutional Decomposition: A Novel Tensor-Based Paradigm for Blind Hyperspectral Unmixing, IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2022, 通讯作者
(11) AF2GNN: Graph convolution with adaptive filters and aggregator fusion for hyperspectral image classification, Information Sciences, 2022, 第 4 作者
(12) Learning locality-constrained sparse coding for spectral enhancement of multispectral imagery, IEEE Geoscience and Remote Sensing Letters, 2022, 第 1 作者
(13) Progress and challenges in intelligent remote sensing satellite systems, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2022, 第 5 作者
(14) CyCU-Net: cycle-consistency unmixing network by learning cascaded autoencoders, IEEE Transactions on Geoscience and Remote Sensing, 2022, 通讯作者
(15) Multilayer cascade screening strategy for semi-supervised change detection in hyperspectral images, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2022, 第 2 作者
(16) Convolutional Neural Networks for Multimodal Remote Sensing Data Classification, IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2022, 通讯作者
(17) Leveraging OpenStreetMap and Multimodal Remote Sensing Data with Joint Deep Learning for Wastewater Treatment Plants Detection, International Journal of Applied Earth Observation and Geoinformation, 2022, 第 3 作者
(18) FCCDN: Feature constraint network for VHR image change detection, ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2022, 第 3 作者
(19) Total Variation Regularized Weighted Tensor Ring Decomposition for Missing Data Recovery in High-Dimensional Optical Remote Sensing Images, IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2022, 第 4 作者
(20) Deep unsupervised blind hyperspectral and multispectral data fusion, IEEE Geoscience and Remote Sensing Letters, 2022, 第 5 作者
(21) Beyond pixels: Learning from multimodal hyperspectral superpixels for land cover classification, SCIENCE CHINA-TECHNOLOGICAL SCIENCES, 2022, 第 1 作者
(22) When Pansharpening Meets Graph Convolution Network and Knowledge Distillation, IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2022, 第 5 作者
(23) Interpretable hyperspectral artificial intelligence: when nonconvex modeling meets hyperspectral remote sensing, IEEE Geoscience and Remote Sensing Magazine, 2021, 第 1 作者
(24) Mask DeepLab: end-to-end image segmentation for change detection in high-resolution remote sensing images, International Journal of Applied Earth Observations and Geoinformation, 2021, 第 3 作者
(25) Land surface temperature retrieval from Landsat 8 OLI/TIRS images based on back-propagation neural network, INDOOR AND BUILT ENVIRONMENT, 2021, 第 3 作者
(26) Graph Relation Network: Modeling Relations Between Scenes for Multilabel Remote-Sensing Image Classification and Retrieval, IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2021, 通讯作者
(27) l(0)-l(1) Hybrid Total Variation Regularization and its Applications on Hyperspectral Image Mixed Noise Removal and Compressed Sensing, IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2021, 第 4 作者
(28) Joint and Progressive Subspace Analysis (JPSA) With Spatial-Spectral Manifold Alignment for Semisupervised Hyperspectral Dimensionality Reduction, IEEE TRANSACTIONS ON CYBERNETICS, 2021, 第 1 作者
(29) Learning Convolutional Sparse Coding on Complex Domain for Interferometric Phase Restoration, IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 通讯作者
(30) Deep Learning for Unmanned Aerial Vehicle-Based Object Detection and Tracking: A Survey, IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE, 2021, 第 3 作者
(31) Graph convolutional networks for hyperspectral image classification, IEEE Transactions on Geoscience and Remote Sensing, 2021, 第 1 作者
(32) Endmember-Guided Unmixing Network (EGU-Net): A General Deep Learning Framework for Self-Supervised Hyperspectral Unmixing, IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 第 1 作者
(33) Multimodal GANs: Toward Crossmodal HyperspectralMultispectral Image Segmentation, IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2021, 第 1 作者
(34) 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, 第 2 作者
(35) More diverse means better: multimodal deep learning meets remote-sensing imagery classification, IEEE Transactions on Geoscience and Remote Sensing, 2021, 第 1 作者
(36) Deep Half-siamese networks for hyperspectral unmixing, IEEE Geoscience and Remote Sensing Letters, 2021, 第 2 作者
(37) Multimodal remote sensing benchmark datasets for land cover classification with a shared and specific feature learning model, ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2021, 第 1 作者
(38) Spectral superresolution of multispectral imagery with joint sparse and low-rank learning, IEEE Transactions on Geoscience and Remote Sensing, 2021, 通讯作者
(39) Coupled convolutional neural network with adaptive response function learning for unsupervised hyperspectral super resolution, IEEE Transactions on Geoscience and Remote Sensing, 2021, 第 4 作者
(40) Single-Look Multi-Master SAR Tomography: An Introduction, IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2021, 第 3 作者
(41) Graph-Induced Aligned Learning on Subspaces for Hyperspectral and Multispectral Data, IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2021, 第 1 作者
(42) An Enhanced 3-D Discrete Wavelet Transform for Hyperspectral Image Classification, IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2021, 第 5 作者
(43) Deep Encoder-Decoder Networks for Classification of Hyperspectral and LiDAR Data, IEEE Geoence and Remote Sensing Letters, 2020, 
(44) Deep point embedding for urban classification using ALS point clouds: A new perspective from local to global, ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2020, 第 3 作者
(45) The FrFT convolutional face: toward robust face recognition using the fractional Fourier transform and convolutional neural networks, The FrFT convolutional face: toward robust face recognition using the fractional Fourier transform and convolutional neural networks, 中国科学:信息科学(英文版), 2020, 第 3 作者
(46) Cross-Attention in Coupled Unmixing Nets for Unsupervised Hyperspectral Super-Resolution, 2020, 第 2 作者
(47) Fourier-Based Rotation-Invariant Feature Boosting: An Efficient Framework for Geospatial Object Detection, IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2020, 通讯作者
(48) Multi-Scale Local Context Embedding for LiDAR Point Cloud Classification, IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2020, 通讯作者
(49) Invariant Attribute Profiles: A Spatial-Frequency Joint Feature Extractor for Hyperspectral Image Classification, IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2020, 第 1 作者
(50) Classification of Hyperspectral and LiDAR Data Using Coupled CNNs, IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2020, 第 4 作者
(51) Guided Deep Decoder: Unsupervised Image Pair Fusion, 2020, 第 2 作者
(52) PolSAR Image Classification Based on Robust Low-Rank Feature Extraction and Markov Random Field, 2020, 第 4 作者
(53) Vehicle detection of multi-source remote sensing data using active fine-tuning network, ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2020, 第 3 作者
(54) Learning-Shared Cross-Modality Representation Using Multispectral-LiDAR and Hyperspectral Data, IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2020, 第 1 作者
(55) X-ModalNet: A semi-supervised deep cross-modal network for classification of remote sensing data, ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2020, 第 1 作者
(56) MIMA: MAPPER-Induced Manifold Alignment for Semi-Supervised Fusion of Optical Image and Polarimetric SAR Data, IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2019, 第 2 作者
(57) Cascaded Recurrent Neural Networks for Hyperspectral Image Classification, IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2019, 第 3 作者
(58) An Augmented Linear Mixing Model to Address Spectral Variability for Hyperspectral Unmixing, IEEE TRANSACTIONS ON IMAGE PROCESSING, 2019, 第 1 作者
(59) ORSIm Detector: A Novel Object Detection Framework in Optical Remote Sensing Imagery Using Spatial-Frequency Channel Features, IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2019, 通讯作者
(60) StfNet: A Two-Stream Convolutional Neural Network for Spatiotemporal Image Fusion, IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2019, 第 4 作者
(61) A Comparative Review of Manifold Learning Techniques for Hyperspectral and Polarimetric SAR Image Fusion, Remote Sensing, 2019, 第 2 作者
(62) Learning to propagate labels on graphs: An iterative multitask regression framework for semi-supervised hyperspectral dimensionality reduction, ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2019, 第 1 作者
(63) CoSpace: Common Subspace Learning From Hyperspectral-Multispectral Correspondences, IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2019, 第 1 作者
(64) SEMANTIC LABELING AND REFINEMENT OF LIDAR POINT CLOUDS USING DEEP NEURAL NETWORK IN URBAN AREAS, ISPRS Annals of the Photogrammetry, 2019, 
(65) Estimation of PMx Concentrations from Landsat 8 OLI Images Based on a Multilayer Perceptron Neural Network, Remote Sensing, 2019, 第 4 作者
(66) Learnable manifold alignment (LeMA): A semi-supervised cross-modality learning framework for land cover and land use classification, ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2019, 第 1 作者
(67) SULoRA: Subspace Unmixing With Low-Rank Attribute Embedding for Hyperspectral Data Analysis, IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, 2018, 第 1 作者
(68) MsRi-CCF: Multi-Scale and Rotation-Insensitive Convolutional Channel Features for Geospatial Object Detection, REMOTE SENSING, 2018, 第 2 作者
(69) Joint and Progressive Learning from High-Dimensional Data for Multi-label Classification, COMPUTER VISION - ECCV 2018, PT VIII, 2018, 通讯作者
(70) Learning a Robust Local Manifold Representation for Hyperspectral Dimensionality Reduction, IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2017, 第 1 作者
(71) Q-Value Fine-Grained Adjustment Based RFID Anti-Collision Algorithm, IEICE TRANSACTIONS ON COMMUNICATIONS, 2016, 第 3 作者
(72) An Efficient Anti-Collision Algorithm Based on Improved Collision Detection Scheme, IEICE TRANSACTIONS ON COMMUNICATIONS, 2016, 第 2 作者
(73) Robust palmprint recognition based on the fast variation Vese–Osher model, NEUROCOMPUTING, 2016, 第 1 作者
(74) An Effective Frame Breaking Policy for Dynamic Framed Slotted Aloha in RFID, IEEE COMMUNICATIONS LETTERS, 2016, 通讯作者
(75) An Efficient Sub-Frame Based Tag Identification Algorithm for UHF RFID Systems, 2016 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2016, 第 3 作者
(76) A novel hierarchical approach for multispectral palmprint recognition, NEUROCOMPUTING, 2015, 通讯作者
(77) A Fast Robustness Palmprint Recognition Algorithm, BIOMETRIC RECOGNITION (CCBR 2014), 2014, 第 1 作者
(78) Robust Blurred Palmprint Recognition via the Fast Vese-Osher Model, COMPUTATIONAL INTELLIGENCE, NETWORKED SYSTEMS AND THEIR APPLICATIONS, 2014, 通讯作者
(79) Improved differential box counting with multi-scale and multi-direction: A new palmprint recognition method, Optik - International Journal for Light and Electron Optics, 2014, 第 1 作者
(80) Blurred Palmprint Recognition Based on Stable-Feature Extraction Using a Vese–Osher Decomposition Model, PLOS ONE, 2014, 通讯作者

科研活动

   
科研项目
( 1 ) 高光谱遥感图像信息提取, 负责人, 国家任务, 2022-06--2025-06
( 2 ) 自监督深度解混网络的高光谱遥感图像重建与应用, 负责人, 国家任务, 2023-01--2026-12
( 3 ) 跨域知识互联的时空谱一体化遥感大数据智能融合, 负责人, 国家任务, 2022-12--2026-12