AIBullisharXiv – CS AI · 14h ago6/10
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MMR-AD: A Large-Scale Multimodal Dataset for Benchmarking General Anomaly Detection with Multimodal Large Language Models
Researchers introduced MMR-AD, a large-scale multimodal dataset designed to benchmark general anomaly detection using Multimodal Large Language Models (MLLMs). The study reveals that current state-of-the-art MLLMs fall short of industrial requirements for anomaly detection, though a proposed baseline model called Anomaly-R1 demonstrates significant improvements through reasoning-based approaches enhanced by reinforcement learning.