114 citations · 276 across the 15 of their papers we have counts for
4 papers · 1 filter
Beyond Grid Data: Exploring Graph Neural Networks for Earth Observation
Shan Zhao, Zhaiyu Chen, Zhitong Xiong +3
Earth Observation (EO) data analysis has been significantly revolutionized by deep learning (DL), with applications typically limited to grid-like data structures. Graph Neural Net…
Segment Using Just One Example
Pratik Vora, Sudipan Saha
Semantic segmentation is an important topic in computer vision with many relevant application in Earth observation. While supervised methods exist, the constraints of limited annot…
Specialized Change Detection using Segment Anything
Tahir Ahmad, Sudipan Saha
Change detection (CD) is a fundamental task in Earth observation. While most change detection methods detect all changes, there is a growing need for specialized methods targeting…
Confidence Estimation in Unsupervised Deep Change Vector Analysis
Sudipan Saha
Unsupervised transfer learning-based change detection methods exploit the feature extraction capability of pre-trained networks to distinguish changed pixels from the unchanged one…