Deep Learning for Hyperspectral Image Classification: An Overview

26 October 2019

Papers citing "Deep Learning for Hyperspectral Image Classification: An Overview"

50 / 50 papers shown

Title
Hyperspectral Image Land Cover Captioning Dataset for Vision Language Models Aryan Das Tanishq Rachamalla Pravendra Singh Koushik Biswas Vinay Kumar Verma Swalpa Kumar Roy VLM 21 0 0 18 May 2025
Diffusion Model in Hyperspectral Image Processing and Analysis: A Review Xing Hu Xiangcheng Liu Qianqian Duan Danfeng Hong Dawei Zhang DiffM 29 0 0 16 May 2025
CADRef: Robust Out-of-Distribution Detection via Class-Aware Decoupled Relative Feature Leveraging Zhiwei Ling Yachen Chang Hailiang Zhao Xinkui Zhao Kingsum Chow Shuiguang Deng OODD 65 0 0 01 Mar 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 74 0 0 21 Feb 2025
Robust Tumor Segmentation with Hyperspectral Imaging and Graph Neural Networks Mayar Lotfy Anna Alperovich Tommaso Giannantonio Bjorn Barz Xiaohan Zhang ... Nassir Navab F. Boehm Carolin Schwamborn Thomas K. Hoffmann PatrickJ. Schuler 102 1 0 21 Feb 2025
A Deep Learning Approach for Pixel-level Material Classification via Hyperspectral Imaging Savvas Sifnaios George Arvanitakis Fotios K. Konstantinidis Georgios Tsimiklis Angelos Amditis Panayiotis Frangos 34 3 0 20 Sep 2024
CSAKD: Knowledge Distillation with Cross Self-Attention for Hyperspectral and Multispectral Image Fusion Chih-Chung Hsu Chih-Chien Ni Chia-Ming Lee Li-Wei Kang 24 3 0 28 Jun 2024
3DSS-Mamba: 3D-Spectral-Spatial Mamba for Hyperspectral Image Classification Yan He Bing Tu Bo Liu Jun Li Antonio J. Plaza Mamba 38 24 0 21 May 2024
Mamba-in-Mamba: Centralized Mamba-Cross-Scan in Tokenized Mamba Model for Hyperspectral Image Classification Weilian Zhou Sei-ichiro Kamata Haipeng Wang Man-Sing Wong Huiying H. Hou Mamba 37 30 0 20 May 2024
MCSDNet: Mesoscale Convective System Detection Network via Multi-scale Spatiotemporal Information Jiajun Liang Baoquan Zhang Yunming Ye Xutao Li Chuyao Luo Xukai Fu 33 0 0 26 Apr 2024
Hyperspectral Benchmark: Bridging the Gap between HSI Applications through Comprehensive Dataset and Pretraining Hannah Frank Leon Amadeus Varga Andreas Zell 18 0 0 20 Sep 2023
Object Detection in Hyperspectral Image via Unified Spectral-Spatial Feature Aggregation Xiaohua He Chang-Fu Tang Xinwang Liu Wei Zhang Kun Sun Jiangfeng Xu 30 19 0 14 Jun 2023
Tinto: Multisensor Benchmark for 3D Hyperspectral Point Cloud Segmentation in the Geosciences Ahmed J. Afifi Samuel T. Thiele Aldino Rizaldy S. Lorenz Pedram Ghamisi R. Tolosana-Delgado M. Kirsch R. Gloaguen M. Heizmann 3DPC 40 9 0 17 May 2023
Learning to Recover Spectral Reflectance from RGB Images Dong Huo Jian Wang Yiming Qian Yee-Hong Yang 21 0 0 04 Apr 2023
Spatio-Temporal driven Attention Graph Neural Network with Block Adjacency matrix (STAG-NN-BA) U. Nazir W. Islam M. Taj 40 3 0 25 Mar 2023
Supervised and Contrastive Self-Supervised In-Domain Representation Learning for Dense Prediction Problems in Remote Sensing Ali Ghanbarzade Hossein Soleimani SSL 36 0 0 29 Jan 2023
Deep Diversity-Enhanced Feature Representation of Hyperspectral Images Jinhui Hou Zhiyu Zhu Junhui Hou Hui Liu Huanqiang Zeng Deyu Meng 18 6 0 15 Jan 2023
A Deep Learning Architecture for Passive Microwave Precipitation Retrievals using CloudSat and GPM Data Reyhaneh Rahimi Sajad Vahedizadeh A. Ebtehaj 14 2 0 02 Dec 2022
Empirical Study of Overfitting in Deep FNN Prediction Models for Breast Cancer Metastasis Chuhan Xu Pablo Coen-Pirani Xia Jiang AI4CE 21 1 0 03 Aug 2022
Agricultural Plantation Classification using Transfer Learning Approach based on CNN Uphar Singh Tushar Musale Ranjana Vyas O. P. Vyas 18 2 0 19 Jun 2022
Asymmetric Hash Code Learning for Remote Sensing Image Retrieval Weiwei Song Zhi Gao Renwei Dian Pedram Ghamisi Yongjun Zhang J. Benediktsson 31 39 0 15 Jan 2022
Aerial Scene Parsing: From Tile-level Scene Classification to Pixel-wise Semantic Labeling Yang Long Gui-Song Xia Lefei Zhang Gong Cheng Deren Li 18 14 0 06 Jan 2022
A Survey: Deep Learning for Hyperspectral Image Classification with Few Labeled Samples Sen Jia Shuguo Jiang Zhijie Lin Nanying Li Meng Xu Shiqi Yu VLM 42 275 0 03 Dec 2021
Adversarial Attacks against a Satellite-borne Multispectral Cloud Detector Andrew Du Yee Wei Law Michele Sasdelli Bo Chen Ken Clarke M. Brown Tat-Jun Chin AAML 30 11 0 03 Dec 2021
MSHCNet: Multi-Stream Hybridized Convolutional Networks with Mixed Statistics in Euclidean/Non-Euclidean Spaces and Its Application to Hyperspectral Image Classification Shuang He Haitong Tang Xia Lu Hongjie Yan Ni-zhuan Wang 50 2 0 07 Oct 2021
SpectralFormer: Rethinking Hyperspectral Image Classification with Transformers Danfeng Hong Zhu Han Jing Yao Lianru Gao Bing Zhang Antonio J. Plaza Jocelyn Chanussot ViT 34 869 0 07 Jul 2021
$Detecting micro fractures: A comprehensive comparison of conventional and machine-learning based segmentation methods$ Detecting micro fractures: A comprehensive comparison of conventional and machine-learning based segmentation methods Dongwon Lee N. Karadimitriou M. Ruf H. Steeb 21 7 0 23 Mar 2021
Triplet-Watershed for Hyperspectral Image Classification Aditya Challa Sravan Danda B. Sagar Laurent Najman 21 5 0 17 Mar 2021
Hyperspectral Image Classification: Artifacts of Dimension Reduction on Hybrid CNN Muhammad Ahmad Sidrah Shabbir Rana Aamir Raza Manuel Mazzara Salvatore Distefano A. Khan 24 15 0 25 Jan 2021
A Review on Deep Learning in UAV Remote Sensing L. Osco J. M. Junior A. P. Ramos L. Jorge S. Fatholahi J. Silva E. Matsubara H. Pistori W. Gonçalves Jonathan Li AI4Cl 39 342 0 22 Jan 2021
Machine Learning Information Fusion in Earth Observation: A Comprehensive Review of Methods, Applications and Data Sources S. Salcedo-Sanz Pedram Ghamisi M. Piles M. Werner L. Cuadra Á. Moreno-Martínez E. Izquierdo-Verdiguier Jordi Munoz-Marí Amir H. Mosavi G. Camps-Valls 31 176 0 07 Dec 2020
FPGA: Fast Patch-Free Global Learning Framework for Fully End-to-End Hyperspectral Image Classification Zhuo Zheng Yanfei Zhong A. Ma Liangpei Zhang 33 180 0 11 Nov 2020
Fusion of Dual Spatial Information for Hyperspectral Image Classification Puhong Duan Pedram Ghamisi Xudong Kang Behnood Rasti Shutao Li R. Gloaguen 20 101 0 23 Oct 2020
More Diverse Means Better: Multimodal Deep Learning Meets Remote Sensing Imagery Classification Danfeng Hong Lianru Gao Naoto Yokoya Jing Yao Jocelyn Chanussot Q. Du Bing Zhang 46 954 0 12 Aug 2020
Graph Convolutional Networks for Hyperspectral Image Classification Danfeng Hong Lianru Gao Jing Yao Bing Zhang Antonio J. Plaza Jocelyn Chanussot 21 1,096 0 06 Aug 2020
Deep Learning for Change Detection in Remote Sensing Images: Comprehensive Review and Meta-Analysis Lazhar Khelifi M. Mignotte 34 259 0 10 Jun 2020
Hyperspectral Image Classification with Attention Aided CNNs Renlong Hang Zhu Li Qingshan Liu Pedram Ghamisi Shuvra S. Bhattacharyya 14 226 0 25 May 2020
Remote Sensing Image Scene Classification Meets Deep Learning: Challenges, Methods, Benchmarks, and Opportunities Gong Cheng Xingxing Xie Junwei Han Lei Guo Guisong Xia VLM 41 623 0 03 May 2020
Hyperspectral Images Classification Based on Multi-scale Residual Network Xiangdong Zhang Tengjun Wang Yun Yang 28 6 0 26 Apr 2020
Comprehensive Review of Deep Reinforcement Learning Methods and Applications in Economics Amir H. Mosavi Pedram Ghamisi Yaser Faghan Puhong Duan OffRL 27 152 0 21 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 63 404 0 05 Mar 2020
Statistical Loss and Analysis for Deep Learning in Hyperspectral Image Classification Z. Gong P. Zhong Weidong Hu 16 49 0 28 Dec 2019
Deep Manifold Embedding for Hyperspectral Image Classification Z. Gong Weidong Hu Xiaoyong Du P. Zhong Panhe Hu 29 27 0 24 Dec 2019
AeroRIT: A New Scene for Hyperspectral Image Analysis Aneesh Rangnekar Nilay Mokashi Emmett Ientilucci Christopher Kanan Matthew J. Hoffman SSeg 14 36 0 17 Dec 2019
Naive Gabor Networks for Hyperspectral Image Classification Chenying Liu Jun Li Lin He Antonio J. Plaza Shutao Li Bo Li 39 45 0 09 Dec 2019
Deep Hashing Learning for Visual and Semantic Retrieval of Remote Sensing Images Weiwei Song Shutao Li J. Benediktsson 24 56 0 10 Sep 2019
Multi-scale Dynamic Graph Convolutional Network for Hyperspectral Image Classification Sheng Wan Chen Gong P. Zhong Bo Du Lefei Zhang Jian Yang 30 360 0 14 May 2019
Spatial-Spectral Feature Extraction via Deep ConvLSTM Neural Networks for Hyperspectral Image Classification Wen-Shuai Hu Hengchao Li Lei Pan Wei Li R. Tao Q. Du 27 150 0 09 May 2019
Three dimensional Deep Learning approach for remote sensing image classification A. Ben Hamida A. Benoît P. Lambert C. Ben Amar 43 569 0 15 Jun 2018
Conditional Image Synthesis With Auxiliary Classifier GANs Augustus Odena C. Olah Jonathon Shlens GAN 250 3,193 0 30 Oct 2016