Author

M. Tran

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Preprint Oct 2026

Directional Dual-Head Supervision for Real-Time Source-Free Polyp Segmentation

Source-free domain adaptation (SFDA) is critical for medical image segmentation as it adapts a model to an unlabeled target domain without accessing source data, thereby preserving data privacy. However, its effectiveness is often limited by confirmation bias: self-training models tend to miss small polyps, hallucinate...

Hai-Dang Nguyen, Nhat-Khoi Le, Huu-Thuan Huynh et al. · 0 citations

Review Jul 2026

SoccerNet 2026 Challenges Results

Each task and its evaluation protocol is described, the challenge leaderboards are presented, and the leading submissions are summarized, with the aim of documenting the current state of each task as measured on held-out challenge data.

A. Cioppa, Silvio Giancola, Haakan Ardo et al. · 1 citation