Hi masus04, I have previously worked on medical image analysis and was recently able to use imagenet pretrained networks available in pytorch on ultrasound images and get really good results. I didn’t freeze any layer and experimented with a few hyperparameters. Overall, I think it would be a good idea to try out these pretrained models and then move to your own domain specific pretrained models, if the former does not work.