notesum.ai

Published at November 27

cs.CV

cs.AI

Released Date: November 27, 2024

Authors: Zak Buzzard¹, Konstantin Hemker¹, Nikola Simidjievski², Mateja Jamnik¹

Aff.: ¹Department of Computer Science & Technology, University of Cambridge, UK; ²PBCI, Department of Oncology, University of Cambridge, UK

Architecture	IDC	CRC	CCRCC	PRCC	LUAD	Mean
ABMIL [15]	$0.487\pm 0.079$	$0.566\pm 0.075$	$0.561\pm 0.074$	$0.671\pm 0.076$	$0.584\pm 0.054$	0.574
DeepAttnMISL [32]	$0.472\pm 0.023$	$0.561\pm 0.088$	$0.521\pm 0.084$	$0.472\pm 0.162$	$0.563\pm 0.037$	0.518
GCN-MIL [19, 35]	$0.534\pm 0.060$	$0.538\pm 0.049$	$0.591\pm 0.093$	$0.636\pm 0.066$	$\bf 0.592\pm 0.070$	0.578
DS-MIL [17]	$0.472\pm 0.020$	$0.470\pm 0.053$	$0.548\pm 0.057$	$0.654\pm 0.134$	$0.537\pm 0.061$	0.536
HIPT [6]	$0.634\pm 0.050$	$0.608\pm 0.088$	$0.642\pm 0.028$	$0.670\pm 0.065$	$0.538\pm 0.044$	0.618
ZoomMIL [28]	$0.588\pm 0.062$	$0.631\pm 0.065$	$0.647\pm 0.069$	$0.662\pm 0.076$	$0.551\pm 0.051$	0.616
PATHS (ours)	$\bf 0.636\pm 0.069$	$\bf 0.695\pm 0.097$	$\bf 0.677\pm 0.046$	$\bf 0.772\pm 0.036$	$0.545\pm 0.060$	0.665