Hi, I can confirm what @Mazhar_Shaikh said. I worked with cell images (pretty far from ImageNet as well) and pre trained model on Image net improved a lot my results. As Mazhar said, I did not freeze the layers and just used the pre trained weights as initialization for my own training for the corresponding section of my network (encoder of a Unet).
Good luck