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Flow Mismatching: Unsupervised Anomaly Detection via Velocity Discrepancies in Flow Matching Models

Flow Mismatching detects anomalies via velocity discrepancies between normal flow dynamics and geometric paths to test images, yielding pixel heatmaps and image scores without test-time optimization and achieving state-of-the-art results.

Shengzhe Chen, Mehrdad Moradi, Kamran Paynabar, Hao Yan

Atlanta Poster Session 2, Wed, Dec 9, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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AI panel: 13 of 20 reviewers recommend it
lenient 4/5
medium 8/10
strict 1/5