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caoyunkang / Segment-Any-Anomaly

Official implementation of "Segment Any Anomaly without Training via Hybrid Prompt Regularization (SAA+)".
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Suggestion - Integrate MobileSAM into the pipeline for lightweight and faster inference #15

Closed mdimtiazh closed 10 months ago

mdimtiazh commented 1 year ago

Reference: https://github.com/ChaoningZhang/MobileSAM

Our project performs on par with the original SAM and keeps exactly the same pipeline as the original SAM except for a change on the image encode, therefore, it is easy to Integrate into any project.

MobileSAM is around 60 times smaller and around 50 times faster than original SAM, and it is around 7 times smaller and around 5 times faster than the concurrent FastSAM. The comparison of the whole pipeline is summarzed as follows:

image

image

Best Wishes,

Qiao

caoyunkang commented 1 year ago

Hi! Thanks for your admirable work and suggestions. We are happy to integrate MobileSAM into our project. Will do it in a couple of days.