More Diverse Means Better: Multimodal Deep Learning Meets Remote Sensing Imagery Classification

12 August 2020

Jocelyn Chanussot

Bing Zhang

Papers citing "More Diverse Means Better: Multimodal Deep Learning Meets Remote Sensing Imagery Classification"

50 / 96 papers shown

Title
Semantic-Spatial Feature Fusion with Dynamic Graph Refinement for Remote Sensing Image Captioning Maofu Liu Jiahui Liu Xiaokang Zhang 37 0 0 30 Mar 2025
UFM: Unified Feature Matching Pre-training with Multi-Modal Image Assistants Yide Di Yun Liao Hao Zhou Kaijun Zhu Qing Duan Junhui Liu Mingyu Lu 34 0 0 26 Mar 2025
On What Depends the Robustness of Multi-source Models to Missing Data in Earth Observation? Francisco Mena Diego Arenas Miro Miranda A. Dengel 35 0 0 25 Mar 2025
FDCT: Frequency-Aware Decomposition and Cross-Modal Token-Alignment for Multi-Sensor Target Classification S. Sami Md Golam Moula Mehedi Hasan Nasser M. Nasrabadi Raghuveer Rao 48 0 0 12 Mar 2025
Spectral-Spatial Extraction through Layered Tensor Decomposition for Hyperspectral Anomaly Detection Quan Yu Yu-Hong Dai Minru Bai 39 0 0 07 Mar 2025
MICINet: Multi-Level Inter-Class Confusing Information Removal for Reliable Multimodal Classification T. Zhang Shu Shen Chao Chen 71 0 0 27 Feb 2025
Nearshore Underwater Target Detection Meets UAV-borne Hyperspectral Remote Sensing: A Novel Hybrid-level Contrastive Learning Framework and Benchmark Dataset Jiahao Qi Chuanhong Zhou Xingyue Liu Chen Chen Dehui Zhu Kangcheng Bin Ping Zhong 69 0 0 21 Feb 2025
Missing Data as Augmentation in the Earth Observation Domain: A Multi-View Learning Approach Francisco Mena Diego Arenas A. Dengel 31 0 0 03 Jan 2025
Multisource Collaborative Domain Generalization for Cross-Scene Remote Sensing Image Classification Zhu Han Ce Zhang Lianru Gao Zhiqiang Zeng Michael K. Ng Bing Zhang J. Chanussot 83 3 0 05 Dec 2024
HSLiNets: Hyperspectral Image and LiDAR Data Fusion Using Efficient Dual Non-Linear Feature Learning Networks Judy X Yang Jing Wang Chen Hong Sui Zekun Long Jun Zhou 57 0 0 30 Nov 2024
MVKTrans: Multi-View Knowledge Transfer for Robust Multiomics Classification Shan Cong Zhiling Sang Hongwei Liu Haoran Luo Xin Wang Hong Liang Jie Hao Xiaohui Yao 33 0 0 13 Nov 2024
Multi-modal biometric authentication: Leveraging shared layer architectures for enhanced security Vatchala S Yogesh C Yeshwanth Govindarajan Krithik Raja M Vishal Pramav Amirtha Ganesan Aashish Vinod A Dharun Ramesh 32 0 0 04 Nov 2024
SGUQ: Staged Graph Convolution Neural Network for Alzheimer's Disease Diagnosis using Multi-Omics Data Liang Tao Yixin Xie Jeffrey D Deng Hui Shen H. Deng Weihua Zhou Chen Zhao 19 1 0 14 Oct 2024
Harnessing Shared Relations via Multimodal Mixup Contrastive Learning for Multimodal Classification Raja Kumar Raghav Singhal Pranamya Kulkarni Deval Mehta Kshitij Jadhav 18 0 0 26 Sep 2024
Segment Anything with Multiple Modalities Aoran Xiao Weihao Xuan Heli Qi Yun Xing Naoto Yokoya Shijian Lu VLM 25 7 0 17 Aug 2024
Increasing the Robustness of Model Predictions to Missing Sensors in Earth Observation Francisco Mena Diego Arenas A. Dengel OOD 21 2 0 22 Jul 2024
Multimodal Deep Learning for Low-Resource Settings: A Vector Embedding Alignment Approach for Healthcare Applications David Restrepo Chenwei Wu Sebastián Andrés Cajas Luis Filipe Nakayama L. A. Celi Diego M. Lopez 24 3 0 02 Jun 2024
3D object quality prediction for Metal Jet Printer with Multimodal thermal encoder R. Chen Chen Wenjia Zheng Sandeep Jalui Pavan Suri Jun Zeng AI4CE 13 0 0 17 Apr 2024
OmniSat: Self-Supervised Modality Fusion for Earth Observation Guillaume Astruc Nicolas Gonthier Clement Mallet Loic Landrieu 28 24 0 12 Apr 2024
Unsupervised Band Selection Using Fused HSI and LiDAR Attention Integrating With Autoencoder Judy X Yang Jun Zhou Jing Wang Hui Tian Alan Wee-Chung Liew 31 0 0 08 Apr 2024
LiDAR-Guided Cross-Attention Fusion for Hyperspectral Band Selection and Image Classification Judy X Yang Jun Zhou Jing Wang Hui Tian Alan Wee-Chung Liew 23 20 0 05 Apr 2024
In the Search for Optimal Multi-view Learning Models for Crop Classification with Global Remote Sensing Data Francisco Mena Diego Arenas A. Dengel 44 1 0 25 Mar 2024
SIRST-5K: Exploring Massive Negatives Synthesis with Self-supervised Learning for Robust Infrared Small Target Detection Yahao Lu Yu-Hsiang Lin Han Wu Xiaoyu Xian Yukai Shi Liang Lin 28 8 0 08 Mar 2024
Multimodal Informative ViT: Information Aggregation and Distribution for Hyperspectral and LiDAR Classification Jiaqing Zhang Jie Lei Weiying Xie Geng Yang Daixun Li Yunsong Li 24 11 0 06 Jan 2024
Bootstrapping Interactive Image-Text Alignment for Remote Sensing Image Captioning Cong Yang Zuchao Li Lefei Zhang 29 23 0 02 Dec 2023
FedFusion: Manifold Driven Federated Learning for Multi-satellite and Multi-modality Fusion Daixun Li Weiying Xie Yunsong Li Leyuan Fang 32 18 0 16 Nov 2023
MDFL: Multi-domain Diffusion-driven Feature Learning Daixun Li Weiying Xie Jiaqing Zhang Yunsong Li DiffM 37 8 0 16 Nov 2023
FedDiff: Diffusion Model Driven Federated Learning for Multi-Modal and Multi-Clients Daixun Li Weiying Xie Zixuan Wang YiBing Lu Yunsong Li Leyuan Fang FedML DiffM 41 17 0 16 Nov 2023
ArchBERT: Bi-Modal Understanding of Neural Architectures and Natural Languages Mohammad Akbari Saeed Ranjbar Alvar Behnam Kamranian Amin Banitalebi-Dehkordi Yong Zhang AI4CE 20 0 0 26 Oct 2023
Bidirectional recurrent imputation and abundance estimation of LULC classes with MODIS multispectral time series and geo-topographic and climatic data José Rodríguez-Ortega Rohaifa Khaldi D. Alcaraz‐Segura S. Tabik 14 1 0 11 Oct 2023
Top-down Green-ups: Satellite Sensing and Deep Models to Predict Buffelgrass Phenology Lucas Rosenblatt Bin Han E. Posthumus Theresa Crimmins Bill Howe 15 0 0 01 Oct 2023
Seeing Beyond the Patch: Scale-Adaptive Semantic Segmentation of High-resolution Remote Sensing Imagery based on Reinforcement Learning Yinhe Liu Sunan Shi Junjue Wang Yanfei Zhong 23 0 0 27 Sep 2023
Cross-City Matters: A Multimodal Remote Sensing Benchmark Dataset for Cross-City Semantic Segmentation using High-Resolution Domain Adaptation Networks Danfeng Hong Bing Zhang Hao Li Yuxuan Li Jing Yao Chenyu Li Martin Werner Jocelyn Chanussote Alexander Zipf Xiaoxiang Zhu SSeg 13 335 0 26 Sep 2023
Remote Sensing Object Detection Meets Deep Learning: A Meta-review of Challenges and Advances Xiangrong Zhang Tianyang Zhang Guanchun Wang Peng Zhu Xu Tang Xiuping Jia Licheng Jiao ObjD 33 46 0 13 Sep 2023
Generate Your Own Scotland: Satellite Image Generation Conditioned on Maps Miguel Espinosa Elliot J. Crowley 23 17 0 31 Aug 2023
A Comparative Assessment of Multi-view fusion learning for Crop Classification Francisco Mena Diego Arenas Marlon Nuske Andreas Dengel 19 5 0 10 Aug 2023
Deep Equilibrium Multimodal Fusion Jinhong Ni Yalong Bai Wei Zhang Ting Yao Tao Mei 24 1 0 29 Jun 2023
Transformer-based Multi-Modal Learning for Multi Label Remote Sensing Image Classification David Hoffmann Kai Norman Clasen Begum Demir 16 8 0 02 Jun 2023
Learning Across Decentralized Multi-Modal Remote Sensing Archives with Federated Learning Baris Büyüktas Gencer Sumbul Begum Demir 16 13 0 01 Jun 2023
More Perspectives Mean Better: Underwater Target Recognition and Localization with Multimodal Data via Symbiotic Transformer and Multiview Regression Shipei Liu Xiaoya Fan Guowei Wu 20 0 0 22 May 2023
Convolutional Neural Networks Rarely Learn Shape for Semantic Segmentation Yixin Zhang Maciej Mazurowski 3DV 3DPC 25 8 0 11 May 2023
CLCLSA: Cross-omics Linked embedding with Contrastive Learning and Self Attention for multi-omics integration with incomplete multi-omics data Chen Zhao Anqi Liu Xiao Zhang Xuewei Cao Zhengming Ding Q. Sha Hui Shen Hong-Wen Deng Weihua Zhou 16 2 0 12 Apr 2023
A priori compression of convolutional neural networks for wave simulators Hamza Boukraichi N. Akkari F. Casenave David Ryckelynck 18 2 0 11 Apr 2023
Multimodal Hyperspectral Image Classification via Interconnected Fusion Lu Huo Jiahao Xia Leijie Zhang Haimin Zhang Min Xu 17 2 0 02 Apr 2023
Nearest Neighbor-Based Contrastive Learning for Hyperspectral and LiDAR Data Classification Meng Wang Feng Gao Junyu Dong Hengchao Li Q. Du SSL 31 66 0 09 Jan 2023
P3DC-Shot: Prior-Driven Discrete Data Calibration for Nearest-Neighbor Few-Shot Classification Shuang Wang Rui Ma Tieru Wu Yang Cao 13 5 0 02 Jan 2023
Common Practices and Taxonomy in Deep Multi-view Fusion for Remote Sensing Applications Francisco Mena Diego Arenas Marlon Nuske Andreas Dengel 26 2 0 20 Dec 2022
UIU-Net: U-Net in U-Net for Infrared Small Object Detection Xin Wu Danfeng Hong Jocelyn Chanussot ObjD 25 432 0 02 Dec 2022
Shared Manifold Learning Using a Triplet Network for Multiple Sensor Translation and Fusion with Missing Data Aditya Dutt Alina Zare P. Gader 11 7 0 25 Oct 2022
SuperYOLO: Super Resolution Assisted Object Detection in Multimodal Remote Sensing Imagery Jiaqi Zhang Jie Lei Weiying Xie Zhenman Fang Yunsong Li Qian Du ObjD 22 170 0 27 Sep 2022