OmniAD unifies industrial anomaly detection and understanding in a single multimodal model using text-encoded masks and reinforcement learning, reporting 79.1 on MMAD and strong detection scores.
Cableinspect-ad: An expert-annotated anomaly detection dataset.Advances in Neural Information Processing Systems, 37:64703–64716, 2024
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OmniAD: Detect and Understand Industrial Anomaly via Multimodal Reasoning
OmniAD unifies industrial anomaly detection and understanding in a single multimodal model using text-encoded masks and reinforcement learning, reporting 79.1 on MMAD and strong detection scores.