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. 2021 Mar 2;22:103. doi: 10.1186/s12859-021-04037-3

Table 1.

Overview on the image processing tasks implemented in InstantDL, required input, label, and output format

Semantic segmentation Instance segmentation Pixel-wise regression Classification
Input image 2D & 3D 2D 2D & 3D 2D
Labels Binary images Images with float pixel values Images with float pixel values Labels in a .csv file
Output Binary images Binary masks Images with float pixel values Labels in a .csv file
Architecture U-Net Mask RCNN U-Net ResNet50