Learning Steerable Filters for Rotation Equivariant CNNs

Benchmark Model Rank Results
breast-tumour-classification-on-pcamSteerable G-CNN (C12)–AUC: 0.969
breast-tumour-classification-on-pcamSteerable G-CNN (C8)–AUC: 0.971
breast-tumour-classification-on-pcamSteerable G-CNN (C8)–AUC: 0.969
breast-tumour-classification-on-pcamSteerable G-CNN (e)–AUC: 0.963
colorectal-gland-segmentation-on-cragSteerable G-CNN (C12)–Dice: 0.870F1-score: 0.855Hausdorff Distance (mm): 156.2
colorectal-gland-segmentation-on-cragSteerable G-CNN (C12)–Dice: 0.869F1-score: 0.837Hausdorff Distance (mm): 164.8
colorectal-gland-segmentation-on-cragSteerable G-CNN (C8)–Dice: 0.888F1-score: 0.861Hausdorff Distance (mm): 139.5
colorectal-gland-segmentation-on-cragSteerable G-CNN (e)–Dice: 0.848F1-score: 0.811Hausdorff Distance (mm): 175.9
multi-tissue-nucleus-segmentation-on-kumarSteerable G-CNN (C12)–Dice: 0.820Hausdorff Distance (mm): 55.8
multi-tissue-nucleus-segmentation-on-kumarSteerable G-CNN (C12)–Dice: 0.818Hausdorff Distance (mm): 54.3
multi-tissue-nucleus-segmentation-on-kumarSteerable G-CNN (C4)–Dice: 0.809Hausdorff Distance (mm): 54.2
multi-tissue-nucleus-segmentation-on-kumarSteerable G-CNN (e)–Dice: 0.791Hausdorff Distance (mm): 51.0