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MambaADv2 achieves superior anomaly detection by combining linear computational efficiency with advanced global and local representation modeling, setting a new standard in unsupervised learning.
SPOT-E transforms frozen VLMs into more reliable evidence readers by dynamically spotlighting critical visual information during inference.