SpectralFormer: Rethinking Hyperspectral Image Classification with Transformers

7 July 2021

Bing Zhang

Jocelyn Chanussot

Papers citing "SpectralFormer: Rethinking Hyperspectral Image Classification with Transformers"

50 / 111 papers shown

Title
3D-Convolution Guided Spectral-Spatial Transformer for Hyperspectral Image Classification Shyam Varahagiri Aryaman Sinha S. Dubey Satish Kumar Singh 41 4 0 20 Apr 2024
Diffusion Models Meet Remote Sensing: Principles, Methods, and Perspectives Yidan Liu Jun Yue Shaobo Xia Pedram Ghamisi Weiying Xie Leyuan Fang DiffM 55 12 0 13 Apr 2024
SpectralMamba: Efficient Mamba for Hyperspectral Image Classification Jing Yao Danfeng Hong Chenyu Li J. Chanussot Mamba 70 43 0 12 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 44 23 0 05 Apr 2024
A Universal Knowledge Embedded Contrastive Learning Framework for Hyperspectral Image Classification Quanwei Liu Yanni Dong Tao Huang Lefei Zhang Bo Du VLM 53 2 0 02 Apr 2024
DMSSN: Distilled Mixed Spectral-Spatial Network for Hyperspectral Salient Object Detection Haolin Qin Tingfa Xu Peifu Liu Jingxuan Xu Jianan Li 52 10 0 31 Mar 2024
HSIMamba: Hyperpsectral Imaging Efficient Feature Learning with Bidirectional State Space for Classification Judy X Yang Jun Zhou Jing Wang Hui Tian Alan Wee-Chung Liew Mamba 54 15 0 30 Mar 2024
Land Cover Image Classification Antonio Rangel Juan R. Terven Diana-Margarita Córdova-Esparza E. A. Chavez-Urbiola 24 2 0 17 Jan 2024
Empirical Analysis of Anomaly Detection on Hyperspectral Imaging Using Dimension Reduction Methods Dongeon Kim YeongHyeon Park 40 0 0 09 Jan 2024
Hyperspectral Image Denoising via Spatial-Spectral Recurrent Transformer Guanyiman Fu Fengchao Xiong Jianfeng Lu Jun Zhou Jiantao Zhou Yuntao Qian ViT 37 11 0 31 Dec 2023
Cross-Scope Spatial-Spectral Information Aggregation for Hyperspectral Image Super-Resolution Shi Chen Lefei Zhang Liangpei Zhang 34 15 0 29 Nov 2023
HyperDID: Hyperspectral Intrinsic Image Decomposition with Deep Feature Embedding Z. Gong Xian Zhou Wen Yao Xiaohu Zheng Ping Zhong 32 5 0 25 Nov 2023
Toulouse Hyperspectral Data Set: a benchmark data set to assess semi-supervised spectral representation learning and pixel-wise classification techniques R. Thoreau Laurent Risser V. Achard Béatrice Berthelot X. Briottet 50 5 0 15 Nov 2023
SkelVIT: Consensus of Vision Transformers for a Lightweight Skeleton-Based Action Recognition System Özge Öztimur Karadag ViT MedIm 32 0 0 14 Nov 2023
DiffSpectralNet : Unveiling the Potential of Diffusion Models for Hyperspectral Image Classification Neetu Sigger Tuan T. Nguyen Gianluca Tozzi Quoc-Tuan Vien Sinh Van Nguyen DiffM MedIm 49 3 0 29 Oct 2023
MultiScale Spectral-Spatial Convolutional Transformer for Hyperspectral Image Classification Zhiqiang Gong Xian Zhou Wen Yao ViT 37 1 0 28 Oct 2023
Deep Intrinsic Decomposition with Adversarial Learning for Hyperspectral Image Classification Zhiqiang Gong Xian Zhou Wen Yao 26 1 0 28 Oct 2023
Multiview Transformer: Rethinking Spatial Information in Hyperspectral Image Classification Jie Zhang Yongshan Zhang Yicong Zhou 21 0 0 11 Oct 2023
Learning Interpretable Deep Disentangled Neural Networks for Hyperspectral Unmixing R. Borsoi Deniz Erdoğmuş Tales Imbiriba 29 5 0 03 Oct 2023
Hyperspectral Benchmark: Bridging the Gap between HSI Applications through Comprehensive Dataset and Pretraining Hannah Frank Leon Amadeus Varga Andreas Zell 26 0 0 20 Sep 2023
FactoFormer: Factorized Hyperspectral Transformers with Self-Supervised Pretraining Shaheera Mohamed Maryam Haghighat Tharindu Fernando Sridha Sridharan Clinton Fookes Peyman Moghadam ViT 35 13 0 18 Sep 2023
Locality-Aware Hyperspectral Classification Fangqin Zhou Mert Kilickaya Joaquin Vanschoren ViT 11 6 0 04 Sep 2023
SwinV2DNet: Pyramid and Self-Supervision Compounded Feature Learning for Remote Sensing Images Change Detection Dalong Zheng Zebin Wu Jia-Wei Liu Zhihui Wei ViT 46 0 0 22 Aug 2023
Meta-Transformer: A Unified Framework for Multimodal Learning Yiyuan Zhang Kaixiong Gong Kaipeng Zhang Hongsheng Li Yu Qiao Wanli Ouyang Xiangyu Yue 43 138 0 20 Jul 2023
Spatial-Spectral Hyperspectral Classification based on Learnable 3D Group Convolution Guandong Li M. Ye 31 6 0 15 Jul 2023
DGCNet: An Efficient 3D-Densenet based on Dynamic Group Convolution for Hyperspectral Remote Sensing Image Classification Guandong Li 24 5 0 13 Jul 2023
Exploring Multi-Timestep Multi-Stage Diffusion Features for Hyperspectral Image Classification Jingyi Zhou Jiamu Sheng Jiayuan Fan Peng Ye Tongdi He Bin Wang Tao Chen DiffM 21 17 0 15 Jun 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 35 19 0 14 Jun 2023
Neighborhood Attention Makes the Encoder of ResUNet Stronger for Accurate Road Extraction Ali Jamali Swalpa Kumar Roy Jonathan Li Pedram Ghamisi 40 4 0 08 Jun 2023
U-TILISE: A Sequence-to-sequence Model for Cloud Removal in Optical Satellite Time Series Corinne Stucker Vivien Sainte Fare Garnot Konrad Schindler AI4TS 32 16 0 22 May 2023
DCN-T: Dual Context Network with Transformer for Hyperspectral Image Classification Di Wang Jing Zhang Bo Du Lefei Zhang Dacheng Tao 34 50 0 19 Apr 2023
SpectralDiff: A Generative Framework for Hyperspectral Image Classification with Diffusion Models Ning Chen Jun Yue Leyuan Fang Shaobo Xia DiffM 33 59 0 12 Apr 2023
MethaneMapper: Spectral Absorption aware Hyperspectral Transformer for Methane Detection Satish Kumar Ivan Arevalo A S M Iftekhar B. S. Manjunath 31 15 0 05 Apr 2023
Spectral Enhanced Rectangle Transformer for Hyperspectral Image Denoising Miaoyu Li Ji Liu Ying Fu Yulun Zhang Dejing Dou ViT 20 59 0 03 Apr 2023
Multimodal Hyperspectral Image Classification via Interconnected Fusion Lu Huo Jiahao Xia Leijie Zhang Haimin Zhang Min Xu 51 2 0 02 Apr 2023
MMFormer: Multimodal Transformer Using Multiscale Self-Attention for Remote Sensing Image Classification Bo Zhang Zuheng Ming W. Feng Yaqian Liu Liang He Kaixing Zhao 44 2 0 23 Mar 2023
Hybrid Spectral Denoising Transformer with Guided Attention Zeqiang Lai C. Yan Ying Fu 47 20 0 16 Mar 2023
Deep Diversity-Enhanced Feature Representation of Hyperspectral Images Jinhui Hou Zhiyu Zhu Junhui Hou Hui Liu Huanqiang Zeng Deyu Meng 32 6 0 15 Jan 2023
Objective Evaluation-based High-efficiency Learning Framework for Hyperspectral Image Classification Xuming Zhang Jian Yan Jia Tian Wei Li X. Gu Q. Tian 30 2 0 10 Jan 2023
Swin MAE: Masked Autoencoders for Small Datasets Zián Xu Yin Dai Fayu Liu Weibin Chen Yue Liu Li-Li Shi Sheng Liu Yuhang Zhou SyDa MedIm ViT 65 28 0 28 Dec 2022
Minimum Class Confusion based Transfer for Land Cover Segmentation in Rural and Urban Regions Metehan Yalçin A. Kındıroglu F. Bagci Ufuk Uyan Mahiye Uluyagmur Öztürk 27 2 0 05 Dec 2022
Shared Manifold Learning Using a Triplet Network for Multiple Sensor Translation and Fusion with Missing Data Aditya Dutt Alina Zare P. Gader 26 8 0 25 Oct 2022
Wavelength-aware 2D Convolutions for Hyperspectral Imaging Leon Amadeus Varga Martin Messmer Nuri Benbarka A. Zell 28 3 0 05 Sep 2022
Transformers in Remote Sensing: A Survey Abdulaziz Amer Aleissaee Amandeep Kumar Rao Muhammad Anwer Salman Khan Hisham Cholakkal Guisong Xia Fahad Shahbaz Khan ViT 63 179 0 02 Sep 2022
Masked Spatial-Spectral Autoencoders Are Excellent Hyperspectral Defenders Jiahao Qi Z. Gong Xingyue Liu Kangcheng Bin Chen Chen Yongqiang Li Wei Xue Yu Zhang P. Zhong AAML 69 6 0 16 Jul 2022
MPANet: Multi-Patch Attention For Infrared Small Target object Detection Ao Wang Wei Li Xin Wu Zhanchao Huang Ran Tao 40 13 0 05 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 25 98 0 29 May 2022
Semantic-aware Dense Representation Learning for Remote Sensing Image Change Detection Hao Chen Wenyuan Li Songhang Chen Zhenwei Shi 38 38 0 27 May 2022
A CNN with Noise Inclined Module and Denoise Framework for Hyperspectral Image Classification Z. Gong P. Zhong Jiahao Qi Panhe Hu 45 10 0 25 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 35 60 0 13 May 2022