A frozen MobileSAM encoder plus a small MLP head gives a parameter-light image-level anomaly detector that is fast on desktop GPUs and deployable on Jetson devices, though its accuracy on ViSA is not state of the art.
IEEE Access 12, 23406– 23426 (2024) KairosAD: Industrial Anomaly Detection on Embedded Devices 11
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KairosAD: A SAM-Based Model for Industrial Anomaly Detection on Embedded Devices
A frozen MobileSAM encoder plus a small MLP head gives a parameter-light image-level anomaly detector that is fast on desktop GPUs and deployable on Jetson devices, though its accuracy on ViSA is not state of the art.