Hyperspectral Image Classification-Traditional to Deep Models: A Survey
for Future Prospects

Hyperspectral Image Classification-Traditional to Deep Models: A Survey for Future Prospects

15 January 2021

Salvatore Distefano

Jocelyn Chanussot

Papers citing "Hyperspectral Image Classification-Traditional to Deep Models: A Survey for Future Prospects"

18 / 18 papers shown

Title
Dynamic Memory-enhanced Transformer for Hyperspectral Image Classification Muhammad Ahmad Manuel Mazzara Salvatore Distefano Adil Mehmood Khan 21 0 0 17 Apr 2025
Hybrid State-Space and GRU-based Graph Tokenization Mamba for Hyperspectral Image Classification Muhammad Ahmad Muhammad Hassaan Farooq Butt Muhammad Usama Manuel Mazzara Salvatore Distefano Adil Mehmood Khan Danfeng Hong 54 0 0 10 Feb 2025
AI-Driven HSI: Multimodality, Fusion, Challenges, and the Deep Learning Revolution David S. Bhatti Yougin Choi Rahman S M Wahidur Maleeka Bakhtawar Sumin Kim Surin Lee Yongtae Lee Heung-No Lee 59 1 0 09 Feb 2025
MambaHSI: Spatial-Spectral Mamba for Hyperspectral Image Classification Yapeng Li Yong Luo L. Zhang Zengmao Wang Bo Du Mamba 52 57 0 10 Jan 2025
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 20 1 0 14 Sep 2024
WaveMamba: Spatial-Spectral Wavelet Mamba for Hyperspectral Image Classification Muhammad Ahmad Muhammad Usama Manual Mazzara Mamba 51 9 0 02 Aug 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 21 29 0 20 May 2024
Unsupervised Band Selection Using Fused HSI and LiDAR Attention Integrating With Autoencoder Judy X Yang Jun Zhou Jing Wang Hui Tian Alan Wee-Chung Liew 25 0 0 08 Apr 2024
Hyperspectral Benchmark: Bridging the Gap between HSI Applications through Comprehensive Dataset and Pretraining Hannah Frank Leon Amadeus Varga Andreas Zell 10 0 0 20 Sep 2023
Training Methods of Multi-label Prediction Classifiers for Hyperspectral Remote Sensing Images S. Haidar José Oramas 8 3 0 17 Jan 2023
A CNN with Noise Inclined Module and Denoise Framework for Hyperspectral Image Classification Z. Gong P. Zhong Jiahao Qi Panhe Hu 14 10 0 25 May 2022
Deep Hyperspectral Unmixing using Transformer Network Preetam Ghosh S. K. Roy Bikram Koirala Behnood Rasti P. Scheunders ViT 22 81 0 31 Mar 2022
FCCDN: Feature Constraint Network for VHR Image Change Detection Pan Chen Danfeng Hong Zhengchao Chen Xuan S. Yang Baipeng Li Bing Zhang 30 143 0 23 May 2021
Hyperspectral Image Classification: Artifacts of Dimension Reduction on Hybrid CNN Muhammad Ahmad Sidrah Shabbir Rana Aamir Raza Manuel Mazzara Salvatore Distefano A. Khan 18 14 0 25 Jan 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 41 395 0 05 Mar 2020
diffGrad: An Optimization Method for Convolutional Neural Networks S. Dubey Soumendu Chakraborty S. K. Roy Snehasis Mukherjee S. Singh B. B. Chaudhuri ODL 38 160 0 12 Sep 2019
Three dimensional Deep Learning approach for remote sensing image classification A. Ben Hamida A. Benoît P. Lambert C. Ben Amar 33 559 0 15 Jun 2018
Improving neural networks by preventing co-adaptation of feature detectors Geoffrey E. Hinton Nitish Srivastava A. Krizhevsky Ilya Sutskever Ruslan Salakhutdinov VLM 237 7,597 0 03 Jul 2012