Guangcan Liu

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Publication activitypapers/week, last 8 weeks

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Architecture Design (Transformers, SSMs, MoE) (1)Computer Vision (1)Data Curation & Synthetic Data (1)

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Shuo Feng (1)Runlin Zhou (1)

Papers (1)

Apr 21, 2026

Shuo Feng +2Apr 21, 2026

Industrial Surface Defect Detection via Diffusion Generation and Asymmetric Student-Teacher Network

Synthesizing realistic defect data with diffusion models and Perlin noise can dramatically improve unsupervised anomaly detection, achieving near-perfect AUROC scores on industrial surfaces.

Shuo Feng, Runlin Zhou, Guangcan Liu

Architecture Design (Transformers, SSMs, MoE)Computer Vision Data Curation & Synthetic Data

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Guangcan Liu

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)