SpectralFormer: Rethinking Hyperspectral Image Classification with Transformers

7 July 2021

Bing Zhang

Jocelyn Chanussot

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

47 / 47 papers shown

Title
HyperspectralMAE: The Hyperspectral Imagery Classification Model using Fourier-Encoded Dual-Branch Masked Autoencoder Wooyoung Jeong Hyun Jae Park Seonghun Jeong Jong Wook Jang Tae Hoon Lim Dae Seoung Kim 29 0 0 09 May 2025
Dual-Domain Masked Image Modeling: A Self-Supervised Pretraining Strategy Using Spatial and Frequency Domain Masking for Hyperspectral Data Shaheer Mohamed Tharindu Fernando Sridha Sridharan Peyman Moghadam Clinton Fookes 36 0 0 06 May 2025
Vision Mamba in Remote Sensing: A Comprehensive Survey of Techniques, Applications and Outlook Muyi Bao Shuchang Lyu Zhaoyang Xu Huiyu Zhou Jinchang Ren Shiming Xiang Xiaomeng Li Guangliang Cheng Mamba 87 0 0 01 May 2025
MambaMoE: Mixture-of-Spectral-Spatial-Experts State Space Model for Hyperspectral Image Classification Yichu Xu Di Wang Hongzan Jiao Li Zhang L. Zhang Mamba 83 0 0 29 Apr 2025
Optimal Hyperspectral Undersampling Strategy for Satellite Imaging Vita V. Vlasova Vladimir G. Kuzmin Maria S. Varetsa Natalia A. Ibragimova Oleg Y. Rogov Elena V. Lyapuntsova 19 0 0 27 Apr 2025
CARL: Camera-Agnostic Representation Learning for Spectral Image Analysis Alexander Baumann Leonardo Ayala Shri Kiran Srinivasan Jan Sellner Alexander Studier-Fischer Berkin Özdemir Lena Maier-Hein Slobodan Ilic 51 0 0 27 Apr 2025
Spatial-Geometry Enhanced 3D Dynamic Snake Convolutional Neural Network for Hyperspectral Image Classification Guandong Li M. Ye 32 3 0 06 Apr 2025
MambaHSI: Spatial-Spectral Mamba for Hyperspectral Image Classification Yapeng Li Yong Luo L. Zhang Zengmao Wang Bo Du Mamba 58 59 0 10 Jan 2025
Spatioformer: A Geo-encoded Transformer for Large-Scale Plant Species Richness Prediction Yiqing Guo K. Mokany S. Levick Jinyan Yang P. Moghadam MDE 47 2 0 25 Oct 2024
Irregular Tensor Low-Rank Representation for Hyperspectral Image Representation Bo Han Yuheng Jia Hui Liu Junhui Hou 33 0 0 24 Oct 2024
IGroupSS-Mamba: Interval Group Spatial-Spectral Mamba for Hyperspectral Image Classification Yan He Bing Tu Puzhao Jiang Bo Liu Jun Li Antonio J. Plaza 39 10 0 07 Oct 2024
AMBER -- Advanced SegFormer for Multi-Band Image Segmentation: an application to Hyperspectral Imaging Andrea Dosi Massimo Brescia S. Cavuoti Mariarca DÁniello M. D. Veneri ... Adriano Ettari Giuseppe Longo Alvi Rownok Luca Sannino Maria Zampella 28 1 0 14 Sep 2024
WaveMamba: Spatial-Spectral Wavelet Mamba for Hyperspectral Image Classification Muhammad Ahmad Muhammad Usama Manual Mazzara Mamba 73 9 0 02 Aug 2024
Learning deep illumination-robust features from multispectral filter array images A. Amziane 34 0 0 22 Jul 2024
CMTNet: Convolutional Meets Transformer Network for Hyperspectral Images Classification Faxu Guo Quan Feng Sen Yang Wanxia Yang ViT 34 1 0 20 Jun 2024
HyperSIGMA: Hyperspectral Intelligence Comprehension Foundation Model Di Wang Meiqi Hu Yao Jin Yuchun Miao Jiaqi Yang ... Lefei Zhang Chen Wu Bo Du Dacheng Tao Liangpei Zhang 66 25 0 17 Jun 2024
SpectralZoom: Efficient Segmentation with an Adaptive Hyperspectral Camera Jackson Arnold Sophia Rossi Chloe Petrosino Ethan Mitchell Sanjeev J. Koppal 36 0 0 06 Jun 2024
3DSS-Mamba: 3D-Spectral-Spatial Mamba for Hyperspectral Image Classification Yan He Bing Tu Bo Liu Jun Li Antonio J. Plaza Mamba 33 24 0 21 May 2024
SSUMamba: Spatial-Spectral Selective State Space Model for Hyperspectral Image Denoising Guanyiman Fu Fengchao Xiong Jianfeng Lu Jun Zhou Mamba 37 19 0 02 May 2024
A Universal Knowledge Embedded Contrastive Learning Framework for Hyperspectral Image Classification Quanwei Liu Yanni Dong Tao Huang Lefei Zhang Bo Du VLM 39 1 0 02 Apr 2024
Hyperspectral Image Denoising via Spatial-Spectral Recurrent Transformer Guanyiman Fu Fengchao Xiong Jianfeng Lu Jun Zhou Jiantao Zhou Yuntao Qian ViT 19 11 0 31 Dec 2023
Cross-Scope Spatial-Spectral Information Aggregation for Hyperspectral Image Super-Resolution Shi Chen Lefei Zhang Liangpei Zhang 27 14 0 29 Nov 2023
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
Spatial-Spectral Hyperspectral Classification based on Learnable 3D Group Convolution Guandong Li M. Ye 31 6 0 15 Jul 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 22 18 0 14 Jun 2023
Neighborhood Attention Makes the Encoder of ResUNet Stronger for Accurate Road Extraction Ali Jamali S. K. Roy Jonathan Li Pedram Ghamisi 24 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 24 13 0 22 May 2023
Spectral Enhanced Rectangle Transformer for Hyperspectral Image Denoising Miaoyu Li Ji Liu Ying Fu Yulun Zhang Dejing Dou ViT 13 57 0 03 Apr 2023
Multimodal Hyperspectral Image Classification via Interconnected Fusion Lu Huo Jiahao Xia Leijie Zhang Haimin Zhang Min Xu 27 2 0 02 Apr 2023
MMFormer: Multimodal Transformer Using Multiscale Self-Attention for Remote Sensing Image Classification Bo-Wen Zhang Zuheng Ming W. Feng Yaqian Liu Liang He Kaixing Zhao 8 2 0 23 Mar 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
Objective Evaluation-based High-efficiency Learning Framework for Hyperspectral Image Classification Xuming Zhang Jian Yan Jia Tian Wei Li X. Gu Q. Tian 12 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 36 28 0 28 Dec 2022
Transformers in Remote Sensing: A Survey Abdulaziz Amer Aleissaee Amandeep Kumar Rao Muhammad Anwer Salman Khan Hisham Cholakkal Guisong Xia F. Khan ViT 54 175 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 39 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 32 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 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 25 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 34 10 0 25 May 2022
HPRN: Holistic Prior-embedded Relation Network for Spectral Super-Resolution Chaoxiong Wu Jiaojiao Li Rui Song Yunsong Li Qian Du 30 15 0 29 Dec 2021
3D Instance Segmentation of MVS Buildings Jiazhou Chen Yanghui Xu Shufang Lu Ronghua Liang Liangliang Nan ISeg 3DV 27 23 0 18 Dec 2021
Building extraction with vision transformer Libo Wang Shenghui Fang Rui Li Xiaoliang Meng ViT 27 158 0 29 Nov 2021
Grafting Transformer on Automatically Designed Convolutional Neural Network for Hyperspectral Image Classification Xizhe Xue Haokui Zhang Bei Fang Zongwen Bai Ying Li ViT 11 22 0 21 Oct 2021
UNetFormer: A UNet-like Transformer for Efficient Semantic Segmentation of Remote Sensing Urban Scene Imagery Libo Wang Rui Li Ce Zhang Shenghui Fang Chenxi Duan Xiaoliang Meng P. M. Atkinson ViT 43 624 0 18 Sep 2021
Fusformer: A Transformer-based Fusion Approach for Hyperspectral Image Super-resolution Jin-Fan Hu Tingzhu Huang Liang-Jian Deng SupR 45 112 0 05 Sep 2021
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 61 403 0 05 Mar 2020
Hyperspectral Image Restoration via Total Variation Regularized Low-rank Tensor Decomposition Yao Wang Jiangjun Peng Qian Zhao Deyu Meng Yee Leung Xile Zhao 65 365 0 08 Jul 2017