For vision based deep learning, achieving high accuracy in annotations of training data is very important. We have released a free annotation tool for same purpose. It supports PNG / JPG / DICOM files.
Let us know if it is useful for you. We are happy to improve this tool for the community of machine learning engineers.
https://github.com/annotationtool/labelannotator