🏢 Tencent Youtu Lab
Typicalness-Aware Learning for Failure Detection
·2037 words·10 mins·
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Computer Vision
Failure Detection
🏢 Tencent Youtu Lab
Typicalness-Aware Learning (TAL) improves failure detection by dynamically adjusting prediction confidence based on sample typicality, mitigating overconfidence and achieving significant performance g…
MetaUAS: Universal Anomaly Segmentation with One-Prompt Meta-Learning
·1904 words·9 mins·
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Computer Vision
Image Segmentation
🏢 Tencent Youtu Lab
MetaUAS achieves universal visual anomaly segmentation using only one normal image prompt via a pure vision model, surpassing previous zero-shot, few-shot, and full-shot methods.
Fetch and Forge: Efficient Dataset Condensation for Object Detection
·1843 words·9 mins·
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Computer Vision
Object Detection
🏢 Tencent Youtu Lab
DCOD, a novel two-stage framework (Fetch & Forge), efficiently condenses object detection datasets, achieving comparable performance to full datasets at extremely low compression rates, significantly …
$ ext{ID}^3$: Identity-Preserving-yet-Diversified Diffusion Models for Synthetic Face Recognition
·1939 words·10 mins·
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Computer Vision
Face Recognition
🏢 Tencent Youtu Lab
ID³: A novel diffusion model generates diverse, identity-preserving synthetic face datasets for accurate and privacy-preserving face recognition, exceeding current state-of-the-art methods.