1.9k citations · 6.2k across the 72 of their papers we have counts for
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Mask Approximation Net: A Novel Diffusion Model Approach for Remote Sensing Change Captioning
Dongwei Sun, Jing Yao, Wu Xue +3
Remote sensing image change description represents an innovative multimodal task within the realm of remote sensing processing.This task not only facilitates the detection of alter…
ChangeMinds: Multi-task Framework for Detecting and Describing Changes in Remote Sensing
Yuduo Wang, Weikang Yu, Michael Kopp +1
Recent advancements in Remote Sensing (RS) for Change Detection (CD) and Change Captioning (CC) have seen substantial success by adopting deep learning techniques. Despite these ad…
MineNetCD: A Benchmark for Global Mining Change Detection on Remote Sensing Imagery
Weikang Yu, Xiaokang Zhang, Xiao Xiang Zhu +2
Monitoring changes triggered by mining activities is crucial for industrial controlling, environmental management and regulatory compliance, yet it poses significant challenges due…
How to Learn More? Exploring Kolmogorov-Arnold Networks for Hyperspectral Image Classification
Ali Jamali, Swalpa Kumar Roy, Danfeng Hong +2
Convolutional Neural Networks (CNNs) and vision transformers (ViTs) have shown excellent capability in complex hyperspectral image (HSI) classification. However, these models requi…
HDMba: Hyperspectral Remote Sensing Imagery Dehazing with State Space Model
Hang Fu, Genyun Sun, Yinhe Li +4
Haze contamination in hyperspectral remote sensing images (HSI) can lead to spatial visibility degradation and spectral distortion. Haze in HSI exhibits spatial irregularity and in…
Responsible AI for Earth Observation
Pedram Ghamisi, Weikang Yu, Andrea Marinoni +9
The convergence of artificial intelligence (AI) and Earth observation (EO) technologies has brought geoscience and remote sensing into an era of unparalleled capabilities. AI's tra…
Multi-Target Unsupervised Domain Adaptation for Semantic Segmentation without External Data
Yonghao Xu, Pedram Ghamisi, Yannis Avrithis
Multi-target unsupervised domain adaptation (UDA) aims to learn a unified model to address the domain shift between multiple target domains. Due to the difficulty of obtaining anno…
MaskCD: A Remote Sensing Change Detection Network Based on Mask Classification
Weikang Yu, Xiaokang Zhang, Samiran Das +2
Change detection (CD) from remote sensing (RS) images using deep learning has been widely investigated in the literature. It is typically regarded as a pixel-wise labeling task tha…
Diffusion Models Meet Remote Sensing: Principles, Methods, and Perspectives
Yidan Liu, Jun Yue, Shaobo Xia +3
As a newly emerging advance in deep generative models, diffusion models have achieved state-of-the-art results in many fields, including computer vision, natural language processin…
PCB-Vision: A Multiscene RGB-Hyperspectral Benchmark Dataset of Printed Circuit Boards
Elias Arbash, Margret Fuchs, Behnood Rasti +3
Addressing the critical theme of recycling electronic waste (E-waste), this contribution is dedicated to developing advanced automated data processing pipelines as a basis for deci…