A semantic redundancy based implicit neural compression guided with saliency map approach can compress arbitrary-dimensional biomedical images of diverse targets ranging from single virus to entire human organs, and ensures reliable downstream tasks, such as object segmentation and quantitative analyses, to be conducted at high efficiency.
- Yifan Ma
- Chengqiang Yi
- Peng Fei
