Research Paper Volume 14, Issue 4 pp 1665—1677

A tandem segmentation-classification approach for the localization of morphological predictors of C. elegans lifespan and motility


Figure 4. Class activation maps (CAMs) of the InceptionV3 network overfitted on high resolution images allow localizing lifespan-related regions. (A) Examples of the class activation maps pointing to anterior (left) or posterior (right) parts of a worm. Here 516 by 516 μm area was represented by the 800 × 800 px input image for higher resolution input. (B) C. elegans body parts importance for class prediction measured as the percent of occurrence of body parts highlighted on the CAMs. (CD) Loss and accuracy training statistics for InceptionV3 network.