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20242026
most citedA Comprehensive Survey for Hyperspectral Image Classification: The Evolution from Conventional to Transformers and Mamba Models

93 citations · 220 across the 9 of their papers we have counts for

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5 papers · 1 filter

cs.CV2025

Cross-Domain Few-Shot Segmentation via Ordinary Differential Equations over Time Intervals

Huan Ni, Qingshan Liu, Xiaonan Niu +3

Cross-domain few-shot segmentation (CD-FSS) aims to segment unseen categories with very limited samples while alleviating the negative effects of domain shift between the source an…

cs.LG2025★ 3 cited

A Comprehensive Review of Diffusion Models in Smart Agriculture: Progress, Applications, and Challenges

Xing Hu, Haodong Chen, Qianqian Duan +1

With the global population increasing and arable land resources becoming increasingly limited, smart and precision agriculture have emerged as essential directions for sustainable…

cs.CV2025

S2C: Learning Noise-Resistant Differences for Unsupervised Change Detection in Multimodal Remote Sensing Images

Lei Ding, Xibing Zuo, Danfeng Hong +4

Unsupervised Change Detection (UCD) in multimodal Remote Sensing (RS) images remains a difficult challenge due to the inherent spatio-temporal complexity within data, and the heter…

cs.CV2025★ 2 cited

Hybrid State-Space and GRU-based Graph Tokenization Mamba for Hyperspectral Image Classification

Muhammad Ahmad, Muhammad Hassaan Farooq Butt, Muhammad Usama +4

Hyperspectral image (HSI) classification plays a pivotal role in domains such as environmental monitoring, agriculture, and urban planning. However, it faces significant challenges…

cs.CV2025★ 58 cited

A Survey of Sample-Efficient Deep Learning for Change Detection in Remote Sensing: Tasks, Strategies, and Challenges

Lei Ding, Danfeng Hong, Maofan Zhao +6

In the last decade, the rapid development of deep learning (DL) has made it possible to perform automatic, accurate, and robust Change Detection (CD) on large volumes of Remote Sen…