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Preprint Oct 2026

ZeroDSS: Semantic Segmentation from Class Names Alone

Semantic segmentation depends heavily on real images with pixel-level annotations, making dense supervision a major obstacle to deployment in new domains. We study task-specific data-free semantic segmentation, where training uses generic pretrained generative priors but has access to no target-domain images, masks, or...

Ming Tian, Marzi Heidari, Yu-Hong Guo · 0 citations

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