AI-Driven HSI: Multimodality, Fusion, Challenges, and the Deep Learning Revolution

9 February 2025

Papers citing "AI-Driven HSI: Multimodality, Fusion, Challenges, and the Deep Learning Revolution"

21 / 21 papers shown

Title
Hyperspectral Image Land Cover Captioning Dataset for Vision Language Models Aryan Das Tanishq Rachamalla Pravendra Singh Koushik Biswas Vinay Kumar Verma Swalpa Kumar Roy VLM 56 0 0 18 May 2025
Hyperspectral Image Analysis in Single-Modal and Multimodal setting using Deep Learning Techniques Shivam Pande 26 1 0 03 Mar 2024
Hyperspectral Image Denoising via Spatial-Spectral Recurrent Transformer Guanyiman Fu Fengchao Xiong Jianfeng Lu Jun Zhou Jiantao Zhou Yuntao Qian ViT 44 11 0 31 Dec 2023
Tree-GPT: Modular Large Language Model Expert System for Forest Remote Sensing Image Understanding and Interactive Analysis Siqi Du Shengjun Tang Weixi Wang Xiaoming Li Renzhong Guo 73 9 0 07 Oct 2023
Cross-City Matters: A Multimodal Remote Sensing Benchmark Dataset for Cross-City Semantic Segmentation using High-Resolution Domain Adaptation Networks Danfeng Hong Bing Zhang Hao Li Yuxuan Li Jing Yao Chenyu Li Martin Werner Jocelyn Chanussote Alexander Zipf Xiaoxiang Zhu SSeg 57 349 0 26 Sep 2023
ESSAformer: Efficient Transformer for Hyperspectral Image Super-resolution Mingjin Zhang Chi Zhang Qiming Zhang Jie-Ru Guo Xinbo Gao Jing Zhang 28 30 0 26 Jul 2023
Deep Learning Techniques for Hyperspectral Image Analysis in Agriculture: A Review Mohamed Fadhlallah Guerri C. Distante Paolo Spagnolo F. Bougourzi A. Taleb-Ahmed 47 52 0 26 Apr 2023
Deep Hyperspectral Unmixing using Transformer Network Preetam Ghosh Swalpa Kumar Roy Bikram Koirala Behnood Rasti P. Scheunders ViT 57 83 0 31 Mar 2022
An Integrated Framework for the Heterogeneous Spatio-Spectral-Temporal Fusion of Remote Sensing Images Menghui Jiang Huanfeng Shen Jie Li Liangpei Zhang 47 18 0 01 Sep 2021
A survey on computational spectral reconstruction methods from RGB to hyperspectral imaging Jingang Zhang Run Su Wenqi Ren Qiang Fu Felix Heide Yunfeng Nie 38 83 0 30 Jun 2021
Multimodal Remote Sensing Benchmark Datasets for Land Cover Classification with A Shared and Specific Feature Learning Model Danfeng Hong Jingliang Hu Jing Yao Jocelyn Chanussot Xiaoxiang Zhu 34 215 0 21 May 2021
Improved Denoising Diffusion Probabilistic Models Alex Nichol Prafulla Dhariwal DiffM 182 3,599 0 18 Feb 2021
Hyperspectral Image Classification-Traditional to Deep Models: A Survey for Future Prospects Muhammad Ahmad Sidrah Shabbir Swalpa Kumar Roy Danfeng Hong Xin Wu Jing Yao A. Khan Manuel Mazzara Salvatore Distefano Jocelyn Chanussot 71 252 0 15 Jan 2021
Hyperspectral Anomaly Change Detection Based on Auto-encoder Meiqi Hu Chen Wu Liangpei Zhang Bo Du 21 44 0 27 Oct 2020
Recent Advances and New Guidelines on Hyperspectral and Multispectral Image Fusion Renwei Dian Shutao Li Bin Sun Anjing Guo 42 170 0 08 Aug 2020
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 292 17,550 0 19 Jun 2020
Hyperspectral Image Classification with Attention Aided CNNs Renlong Hang Zhu Li Qingshan Liu Pedram Ghamisi Shuvra S. Bhattacharyya 19 226 0 25 May 2020
Generative Adversarial Networks (GANs Survey): Challenges, Solutions, and Future Directions Divya Saxena Jiannong Cao AAML AI4CE 56 293 0 30 Apr 2020
Spatial-Spectral Feature Extraction via Deep ConvLSTM Neural Networks for Hyperspectral Image Classification Wen-Shuai Hu Hengchao Li Lei Pan Wei Li R. Tao Q. Du 39 152 0 09 May 2019
Remote Sensing Image Fusion Based on Two-stream Fusion Network Xiangyu Liu Qingjie Liu Yunhong Wang 46 302 0 07 Nov 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 443 129,831 0 12 Jun 2017