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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Xue-Cheng Tai

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Open access Jul 2026

A Unified Variational Framework for Deep Weakly Supervised Image Segmentation

This work proposes a unified variational framework for image segmentation under sparse pixel-level supervision based on a simplex-constrained Potts model with a smooth perimeter regularizer, yielding a convex, smooth energy functional that can be used as a training loss in weakly supervised deep learning paradigms or o...

Yin-King Chu, Lingfeng Li, Sung-Hack Kang et al. · 0 citations

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