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22:12
2026-07-10
machinebrief.com
machine-learning

PixCon: Redefining Semi-Supervised Segmentation with Precision

PixCon, a new framework for semi-supervised semantic segmentation, guarantees contamination-free pseudo-labeling by using a per-class memory bank that only admits correctly classified labeled pixels. …

04:00
2026-06-16
arxiv.org
computer-vision

Sub-Semantic Image Segmentation

Researchers propose sub-semantic image segmentation, a new category that partitions images into stable appearance patterns described by language rather than naming whole objects. They introduce DETECT…

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