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
Electrolyzers-HSI: Close-Range Multi-Scene Hyperspectral Imaging Benchmark Dataset Elias Arbash Ahmed Jamal Afifi Ymane Belahsen Margret Fuchs Pedram Ghamisi Paul Scheunders Richard Gloaguen 5 0 0 26 May 2025
Parameter-Efficient Fine-Tuning of Multispectral Foundation Models for Hyperspectral Image Classification Bernardin Ligan Khalide Jbilou Fahd Kalloubi Ahmed Ratnani 47 0 0 21 May 2025
Recent Advances in Diffusion Models for Hyperspectral Image Processing and Analysis: A Review Xing Hu Xiangcheng Liu Qianqian Duan Danfeng Hong Dawei Zhang Haima Yang Dawei Zhan DiffM 32 0 0 16 May 2025
Equal is Not Always Fair: A New Perspective on Hyperspectral Representation Non-Uniformity Wuzhou Quan Mingqiang Wei Jinhui Tang 47 0 0 16 May 2025
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 40 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 38 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 Xuelong 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 Lefei Zhang Mamba 87 0 0 29 Apr 2025
CARL: Camera-Agnostic Representation Learning for Spectral Image Analysis Alexander Baumann Leonardo Ayala Siyang Song Jan Sellner Alexander Studier-Fischer Berkin Özdemir Lena Maier-Hein Slobodan Ilic 51 0 0 27 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 48 0 0 27 Apr 2025
HS-Mamba: Full-Field Interaction Multi-Groups Mamba for Hyperspectral Image Classification Hongxing Peng Kang Lin Huanai Liu Mamba 56 0 0 22 Apr 2025
Dynamic 3D KAN Convolution with Adaptive Grid Optimization for Hyperspectral Image Classification Guandong Li M. Ye 61 0 0 21 Apr 2025
Expert Kernel Generation Network Driven by Contextual Mapping for Hyperspectral Image Classification Guandong Li M. Ye 47 1 0 17 Apr 2025
3D Wavelet Convolutions with Extended Receptive Fields for Hyperspectral Image Classification Guandong Li M. Ye 50 2 0 15 Apr 2025
Spatial-Geometry Enhanced 3D Dynamic Snake Convolutional Neural Network for Hyperspectral Image Classification Guandong Li M. Ye 42 3 0 06 Apr 2025
Efficient Dynamic Attention 3D Convolution for Hyperspectral Image Classification Guandong Li M. Ye 39 4 0 30 Mar 2025
Spatial-Spectral Diffusion Contrastive Representation Network for Hyperspectral Image Classification Yimin Zhu Linlin Xu DiffM 84 2 0 27 Feb 2025
Dual Classification Head Self-training Network for Cross-scene Hyperspectral Image Classification Rong Liu Junye Liang Jiaqi Yang Jiang He Peng Zhu 85 5 0 25 Feb 2025
A Transformer-in-Transformer Network Utilizing Knowledge Distillation for Image Recognition Dewan Tauhid Rahman Yeahia Sarker Antar Mazumder Md. Shamim Anower ViT 56 0 0 24 Feb 2025
MambaHSI: Spatial-Spectral Mamba for Hyperspectral Image Classification Yapeng Li Yong Luo Lefei Zhang Zengmao Wang Bo Du Mamba 63 61 0 10 Jan 2025
Dual-Branch Subpixel-Guided Network for Hyperspectral Image Classification Zhu Han Jin Yang Lianru Gao Zhiqiang Zeng Bing Zhang J. Chanussot 92 16 0 05 Dec 2024
Enhancing Crop Segmentation in Satellite Image Time Series with Transformer Networks I. Gallo Mattia Gatti Nicola Landro Christian Loschiavo Mirco Boschetti Riccardo La Grassa ViT 81 2 0 02 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 74 0 0 30 Nov 2024
Spectral-Spatial Transformer with Active Transfer Learning for Hyperspectral Image Classification Muhammad Ahmad Manuel Mazzara Salvatore Distefano 85 0 0 27 Nov 2024
Spatioformer: A Geo-encoded Transformer for Large-Scale Plant Species Richness Prediction Yiqing Guo K. Mokany S. Levick Jinyan Yang P. Moghadam MDE 76 2 0 25 Oct 2024
Irregular Tensor Low-Rank Representation for Hyperspectral Image Representation Bo Han Yuheng Jia Hui Liu Junhui Hou 40 0 0 24 Oct 2024
HyperspectralViTs: General Hyperspectral Models for On-board Remote Sensing Vít Růžička Andrew Markham 21 0 0 22 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 56 10 0 07 Oct 2024
Investigation of Hierarchical Spectral Vision Transformer Architecture for Classification of Hyperspectral Imagery Wei Liu Saurabh Prasad Melba M. Crawford 45 3 0 14 Sep 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 37 1 0 14 Sep 2024
3D-RCNet: Learning from Transformer to Build a 3D Relational ConvNet for Hyperspectral Image Classification Haizhao Jing Liuwei Wan Xizhe Xue Haokui Zhang Ying Li ViT 30 1 0 25 Aug 2024
SpectralEarth: Training Hyperspectral Foundation Models at Scale Nassim Ait Ali Braham C. Albrecht Julien Mairal J. Chanussot Yi Wang X. Zhu 48 13 0 15 Aug 2024
WaveMamba: Spatial-Spectral Wavelet Mamba for Hyperspectral Image Classification Muhammad Ahmad Muhammad Usama Manual Mazzara Mamba 81 9 0 02 Aug 2024
HyTAS: A Hyperspectral Image Transformer Architecture Search Benchmark and Analysis Fangqin Zhou Mert Kilickaya Joaquin Vanschoren Ran Piao 41 1 0 23 Jul 2024
Learning deep illumination-robust features from multispectral filter array images A. Amziane 47 0 0 22 Jul 2024
GraphMamba: An Efficient Graph Structure Learning Vision Mamba for Hyperspectral Image Classification Aitao Yang Min Li Yao Ding Leyuan Fang Yaoming Cai Yujie He 60 9 0 11 Jul 2024
Dual-stage Hyperspectral Image Classification Model with Spectral Supertoken Peifu Liu Tingfa Xu Jie Wang Huan Chen Huiyan Bai Jianan Li 37 4 0 10 Jul 2024
HyperKAN: Kolmogorov-Arnold Networks make Hyperspectral Image Classificators Smarter V. Lobanov N. Firsov Evgeny Myasnikov Roman Khabibullin A. Nikonorov 62 8 0 07 Jul 2024
How to Learn More? Exploring Kolmogorov-Arnold Networks for Hyperspectral Image Classification Ali Jamali Swalpa Kumar Roy Danfeng Hong Bing Lu Pedram Ghamisi 42 26 0 22 Jun 2024
Boosting Hyperspectral Image Classification with Gate-Shift-Fuse Mechanisms in a Novel CNN-Transformer Approach Mohamed Fadhlallah Guerri C. Distante Paolo Spagnolo F. Bougourzi Abdelmalik Taleb-Ahmed 55 0 0 20 Jun 2024
CMTNet: Convolutional Meets Transformer Network for Hyperspectral Images Classification Faxu Guo Quan Feng Sen Yang Wanxia Yang ViT 39 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 Di Lin Dacheng Tao Liangpei Zhang 69 27 0 17 Jun 2024
DualMamba: A Lightweight Spectral-Spatial Mamba-Convolution Network for Hyperspectral Image Classification Jiamu Sheng Jingyi Zhou Jiong Wang Peng Ye Jiayuan Fan 51 13 0 11 Jun 2024
SpectralZoom: Efficient Segmentation with an Adaptive Hyperspectral Camera Jackson Arnold Sophia Rossi Chloe Petrosino Ethan Mitchell Sanjeev J. Koppal 49 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 59 25 0 21 May 2024
SSUMamba: Spatial-Spectral Selective State Space Model for Hyperspectral Image Denoising Guanyiman Fu Fengchao Xiong Jianfeng Lu Jun Zhou Mamba 44 19 0 02 May 2024
Transformers Fusion across Disjoint Samples for Hyperspectral Image Classification Muhammad Ahmad Manuel Mazzara Salvatore Distifano 40 5 0 02 May 2024
Spectral-Spatial Mamba for Hyperspectral Image Classification Lin Huang Yushi Chen Xin He Mamba 48 28 0 29 Apr 2024
A Comprehensive Survey for Hyperspectral Image Classification: The Evolution from Conventional to Transformers Muhammad Ahmad Salvatore Distifano Adil Mehmood Khan Manuel Mazzara Chenyu Li Jing Yao Hao Li Jagannath Aryal Gemine Vivone Danfeng Hong 70 5 0 23 Apr 2024
Pyramid Hierarchical Transformer for Hyperspectral Image Classification Muhammad Ahmad Muhammad Hassaan Farooq Butt Manuel Mazzara Salvatore Distifano 17 14 0 23 Apr 2024