Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis

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Benchmark	Model	Rank	Results
breast-tumour-classification-on-pcam	G-CNN (C8)	#2	AUC: 0.968
breast-tumour-classification-on-pcam	G-CNN (C12)	#5	AUC: 0.962
colorectal-gland-segmentation-on-crag	G-CNN (C8)	#3	Dice: 0.866F1-score: 0.837Hausdorff Distance (mm): 157.4
colorectal-gland-segmentation-on-crag	G-CNN (C12)	#6	Dice: 0.834F1-score: 0.818Hausdorff Distance (mm): 192.2
multi-tissue-nucleus-segmentation-on-kumar	G-CNN (C12)	#3	Dice: 0.814Hausdorff Distance (mm): 53.4
multi-tissue-nucleus-segmentation-on-kumar	G-CNN (C12)	#5	Dice: 0.811Hausdorff Distance (mm): 51.9