Understanding Grad-CAMO for Single-Cell Morphological Profiles in 3D Cell Painting Images

Deep learning models in image-based drug discovery may extract morphological features from single cells using Grad-CAM, but may include irrelevant pixels, leading to doubts about the fidelity of learned representations. Grad-CAMO is introduced to measure interpretability and guide model design.