Deep Hyperspectral Unmixing using Transformer Network

Deep Hyperspectral Unmixing using Transformer Network

31 March 2022

Papers citing "Deep Hyperspectral Unmixing using Transformer Network"

13 / 13 papers shown

Title
DTU-Net: A Multi-Scale Dilated Transformer Network for Nonlinear Hyperspectral Unmixing ChenTong Wang Jincheng Gao Fei Zhu Abderrahim Halimi Cédric Richard 31 0 0 05 Mar 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 62 1 0 09 Feb 2025
Hyperspectral Unmixing of Agricultural Images taken from UAV Using Adapted U-Net Architecture Vytautas Paura Virginijus Marcinkevičius 24 0 0 29 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 28 1 0 14 Sep 2024
Transformer for Multitemporal Hyperspectral Image Unmixing Hang Li Qiankun Dong Xueshuo Xie Xia Xu Tao Li Zhenwei Shi 32 0 0 15 Jul 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 50 19 0 17 Jun 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 G. Vivone Danfeng Hong 30 3 0 23 Apr 2024
Hyperspectral unmixing for Raman spectroscopy via physics-constrained autoencoders Dimitar Georgiev Álvaro Fernández-Galiana Simon Vilms Pedersen Georgios Papadopoulos Ruoxiao Xie Molly M. Stevens Mauricio Barahona 19 3 0 07 Mar 2024
Bidirectional recurrent imputation and abundance estimation of LULC classes with MODIS multispectral time series and geo-topographic and climatic data José Rodríguez-Ortega Rohaifa Khaldi D. Alcaraz‐Segura S. Tabik 4 1 0 11 Oct 2023
Image Processing and Machine Learning for Hyperspectral Unmixing: An Overview and the HySUPP Python Package Behnood Rasti Alexandre Zouaoui Julien Mairal Jocelyn Chanussot OCL 13 13 0 18 Aug 2023
CMT: Convolutional Neural Networks Meet Vision Transformers Jianyuan Guo Kai Han Han Wu Yehui Tang Chunjing Xu Yunhe Wang Chang Xu ViT 320 500 0 13 Jul 2021
Hyperspectral Image Classification-Traditional to Deep Models: A Survey for Future Prospects Muhammad Ahmad Sidrah Shabbir S. K. Roy Danfeng Hong Xin Wu Jing Yao A. Khan Manuel Mazzara Salvatore Distefano Jocelyn Chanussot 57 172 0 15 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 44 395 0 05 Mar 2020