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"

46 / 96 papers shown

Title
Foundations and Trends in Multimodal Machine Learning: Principles, Challenges, and Open Questions Paul Pu Liang Amir Zadeh Louis-Philippe Morency 16 60 0 07 Sep 2022
Semantic Interleaving Global Channel Attention for Multilabel Remote Sensing Image Classification Yongkun Liu Kesong Ni Yu-he Zhang Lijian Zhou Kun Zhao 20 11 0 04 Aug 2022
Dynamic-Group-Aware Networks for Multi-Agent Trajectory Prediction with Relational Reasoning Chenxin Xu Yuxin Wei Bohan Tang Sheng Yin Ya-Qin Zhang Siheng Chen AI4TS AI4CE 32 33 0 27 Jun 2022
Image Super-resolution with An Enhanced Group Convolutional Neural Network Chunwei Tian Yixuan Yuan Shichao Zhang Chia-Wen Lin W. Zuo David C. Zhang SupR 15 97 0 29 May 2022
Semantic-aware Dense Representation Learning for Remote Sensing Image Change Detection Hao Chen Wenyuan Li Songhang Chen Zhenwei Shi 15 38 0 27 May 2022
Tensor Decompositions for Hyperspectral Data Processing in Remote Sensing: A Comprehensive Review Minghua Wang Danfeng Hong Zhu Han Jiaxin Li Jing Yao Lianru Gao Bing Zhang Jocelyn Chanussot 19 59 0 13 May 2022
Deep Learning in Multimodal Remote Sensing Data Fusion: A Comprehensive Review Jiaxin Li Danfeng Hong Lianru Gao Jing Yao Ke-xin Zheng Bing Zhang Jocelyn Chanussot 18 357 0 03 May 2022
GAUSS: Guided Encoder-Decoder Architecture for Hyperspectral Unmixing with Spatial Smoothness Y. Ranasinghe Kavinga Weerasooriya R. Godaliyadda V. Herath Parakrama B. Ekanayake Dhananjaya Jayasundara Lakshitha Ramanayake Neranjan Senarath Dulantha Wickramasinghe 17 5 0 16 Apr 2022
Deep Class Incremental Learning from Decentralized Data Xiaohan Zhang Songlin Dong Jinjie Chen Qiaoling Tian Yihong Gong Xiaopeng Hong CLL 23 11 0 11 Mar 2022
A Review on Methods and Applications in Multimodal Deep Learning Summaira Jabeen Xi Li Muhammad Shoib Amin Abdul Jabbar VLM HAI 24 88 0 18 Feb 2022
Multimodal Audio-Visual Information Fusion using Canonical-Correlated Graph Neural Network for Energy-Efficient Speech Enhancement L. A. Passos João Paulo Papa Javier Del Ser Amir Hussain Ahsan Adeel 11 35 0 09 Feb 2022
Landscape of Neural Architecture Search across sensors: how much do they differ ? Kalifou René Traoré Andrés Camero Xiaoxiang Zhu 14 1 0 17 Jan 2022
Asymmetric Hash Code Learning for Remote Sensing Image Retrieval Weiwei Song Zhi Gao Renwei Dian Pedram Ghamisi Yongjun Zhang J. Benediktsson 11 39 0 15 Jan 2022
NFANet: A Novel Method for Weakly Supervised Water Extraction from High-Resolution Remote Sensing Imagery Ming Lu Leyuan Fang Muxing Li Bob Zhang Yi Zhang Pedram Ghamisi 24 30 0 10 Jan 2022
Attention Mechanism Meets with Hybrid Dense Network for Hyperspectral Image Classification Muhammad Ahmad A. Khan Manuel Mazzara Salvatore Distefano S. K. Roy Xin Wu 29 19 0 04 Jan 2022
HPRN: Holistic Prior-embedded Relation Network for Spectral Super-Resolution Chaoxiong Wu Jiaojiao Li Rui Song Yunsong Li Qian Du 22 15 0 29 Dec 2021
3D Instance Segmentation of MVS Buildings Jiazhou Chen Yanghui Xu Shufang Lu Ronghua Liang Liangliang Nan ISeg 3DV 16 23 0 18 Dec 2021
Multi-Content Complementation Network for Salient Object Detection in Optical Remote Sensing Images Gongyang Li Zhi Liu Weisi Lin Haibin Ling 19 79 0 02 Dec 2021
Shallow Network Based on Depthwise Over-Parameterized Convolution for Hyperspectral Image Classification Hongmin Gao Zhonghao Chen Chenming Li 14 8 0 01 Dec 2021
SEnSeI: A Deep Learning Module for Creating Sensor Independent Cloud Masks Alistair Francis John Mrziglod P. Sidiropoulos J. Muller 3DPC 11 7 0 16 Nov 2021
Multi-modal land cover mapping of remote sensing images using pyramid attention and gated fusion networks Qinghui Liu Michael C. Kampffmeyer Robert Jenssen Arnt-Børre Salberg 20 14 0 06 Nov 2021
Deep Learning for UAV-based Object Detection and Tracking: A Survey Chao Xu Wei Li Danfeng Hong R. Tao Yong Liu 19 178 0 25 Oct 2021
Single-stream CNN with Learnable Architecture for Multi-source Remote Sensing Data Yi Yang Daoye Zhu Tengteng Qu Qiangyu Wang Fuhu Ren Chengqi Cheng 21 19 0 13 Sep 2021
Learning Cross-Scale Visual Representations for Real-Time Image Geo-Localization Tianyi Zhang Matthew Johnson-Roberson 29 6 0 09 Sep 2021
Multi-patch Feature Pyramid Network for Weakly Supervised Object Detection in Optical Remote Sensing Images Pourya Shamsolmoali Jocelyn Chanussot Masoumeh Zareapoor Huiyu Zhou Jie Yang ObjD 16 28 0 18 Aug 2021
Imbalanced Big Data Oversampling: Taxonomy, Algorithms, Software, Guidelines and Future Directions W. Sleeman R. Kapoor AI4TS 17 70 0 24 Jul 2021
SpectralFormer: Rethinking Hyperspectral Image Classification with Transformers Danfeng Hong Zhu Han Jing Yao Lianru Gao Bing Zhang Antonio J. Plaza Jocelyn Chanussot ViT 26 864 0 07 Jul 2021
Multi-modal and frequency-weighted tensor nuclear norm for hyperspectral image denoising Xiaozhen Xie Sheng Liu 31 0 0 23 Jun 2021
Spatio-Temporal SAR-Optical Data Fusion for Cloud Removal via a Deep Hierarchical Model A. Sebastianelli A. Nowakowski Erika Puglisi M. P. D. Rosso J. Mifdal F. Pirri P. Mathieu Silvia Liberata Ullo 3DPC 21 2 0 23 Jun 2021
Rotation Equivariant Feature Image Pyramid Network for Object Detection in Optical Remote Sensing Imagery Pourya Shamsolmoali Masoumeh Zareapoor Jocelyn Chanussot Huiyu Zhou Jie Yang ObjD 19 35 0 02 Jun 2021
Multimodal Remote Sensing Benchmark Datasets for Land Cover Classification with A Shared and Specific Feature Learning Model Danfeng Hong Jingliang Hu Jing Yao Jocelyn Chanussot Xiaoxiang Zhu 8 210 0 21 May 2021
Endmember-Guided Unmixing Network (EGU-Net): A General Deep Learning Framework for Self-Supervised Hyperspectral Unmixing Danfeng Hong Lianru Gao Jing Yao Naoto Yokoya Jocelyn Chanussot U. Heiden Bing Zhang 14 158 0 21 May 2021
BigEarthNet-MM: A Large Scale Multi-Modal Multi-Label Benchmark Archive for Remote Sensing Image Classification and Retrieval Gencer Sumbul Arne de Wall Tristan Kreuziger F. Marcelino H. Costa P. Benevides M. Caetano Begum Demir Volker Markl 14 125 0 17 May 2021
An Enhanced Randomly Initialized Convolutional Neural Network for Columnar Cactus Recognition in Unmanned Aerial Vehicle Imagery Safa Ben Atitallah Maha Driss W. Boulila Anis Koubaa Nesrine Atitallah Henda Ben Ghézala 11 6 0 10 May 2021
Triplet-Watershed for Hyperspectral Image Classification Aditya Challa Sravan Danda B. Sagar Laurent Najman 8 5 0 17 Mar 2021
Interpretable Hyperspectral AI: When Non-Convex Modeling meets Hyperspectral Remote Sensing Danfeng Hong Wei He Naoto Yokoya Jing Yao Lianru Gao Liangpei Zhang Jocelyn Chanussot Xiaoxiang Zhu 24 0 0 02 Mar 2021
FPS-Net: A Convolutional Fusion Network for Large-Scale LiDAR Point Cloud Segmentation Aoran Xiao Xiaofei Yang Shijian Lu Dayan Guan Jiaxing Huang 3DPC 27 48 0 01 Mar 2021
Hyperspectral Image Classification-Traditional to Deep Models: A Survey for Future Prospects Muhammad Ahmad Sidrah Shabbir S. K. Roy Danfeng Hong Xin Wu Jing Yao A. Khan Manuel Mazzara Salvatore Distefano Jocelyn Chanussot 60 247 0 15 Jan 2021
A Generalizable and Accessible Approach to Machine Learning with Global Satellite Imagery Esther Rolf J. Proctor T. Carleton I. Bolliger Vaishaal Shankar Miyabi Ishihara Benjamin Recht S. Hsiang 85 122 0 16 Oct 2020
Anomalous diffusion dynamics of learning in deep neural networks Guozhang Chen Chengqing Qu P. Gong 11 21 0 22 Sep 2020
Joint and Progressive Subspace Analysis (JPSA) with Spatial-Spectral Manifold Alignment for Semi-Supervised Hyperspectral Dimensionality Reduction Danfeng Hong Naoto Yokoya Jocelyn Chanussot Jian Xu Xiaoxiang Zhu 6 81 0 21 Sep 2020
PolSAR Image Classification Based on Robust Low-Rank Feature Extraction and Markov Random Field Haixia Bi Jing Yao Z. Wei Danfeng Hong Jocelyn Chanussot 28 14 0 13 Sep 2020
RoIFusion: 3D Object Detection from LiDAR and Vision Can Chen L. Z. Fragonara Antonios Tsourdos 3DPC 8 48 0 09 Sep 2020
Learning Convolutional Sparse Coding on Complex Domain for Interferometric Phase Restoration Jian Kang Danfeng Hong Jialin Liu Gerald Baier Naoto Yokoya Begum Demir 34 50 0 06 Mar 2020
Feature Extraction for Hyperspectral Imagery: The Evolution from Shallow to Deep (Overview and Toolbox) Behnood Rasti Danfeng Hong Renlong Hang Pedram Ghamisi Xudong Kang Jocelyn Chanussot J. Benediktsson 47 403 0 05 Mar 2020
Deep Image Translation with an Affinity-Based Change Prior for Unsupervised Multimodal Change Detection L. Luppino Michael C. Kampffmeyer F. Bianchi G. Moser S. Serpico Robert Jenssen S. N. Anfinsen 12 102 0 13 Jan 2020