license: apache-2.0
pipeline_tag: image-segmentation
tags:
- medica
Welcome Medical Adapters Zoo!
What
Here are the pre-trained Adapters to transfer SAM (Segment Anything Model) for segmenting various organs/lesions from the medical images.
Why
SAM (Segment Anything Model) is one of the most popular open model for the image segmentation. Unfortaintly, it does not perform well on the medical images. An efficient way to solve it is using Adapters, i.e., some layers with a few parameters to be added to the pre-trained SAM model to fine-tune it to the target down-stream tasks. Medical image segmentation includes many different organs, lesions, abnormalities as the targets. So we are training different adapter for each of the target, and share them here for the easy usage in the community.
Download an adapter for your target disease—trained on organs, lesions, and abnormalities—and effortlessly enhance SAM.
One adapter tranfers your SAM into a medical domain expert. Give it a try!