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.
In: Conference on Computer Vision and Pattern Recognition (CVPR) (2019)
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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.