notesum.ai

Published at December 3

PCIM: Learning Pixel Attributions via Pixel-wise Channel Isolation Mixing in High Content Imaging

cs.CV

Released Date: December 3, 2024

Authors: Daniel Siegismund¹, Mario Wieser¹, Stephan Heyse¹, Stephan Steigele¹

Aff.: ¹Genedata AG

Arxiv: http://arxiv.org/pdf/2412.02275v1

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	NTR1		BBBC054		BBBC010
	Median AUC		Median AUC		Median AUC
Method	Deletion $\downarrow$	Insertion $\uparrow$	Deletion $\downarrow$	Insertion $\uparrow$	Deletion $\downarrow$	Insertion $\uparrow$
Saliency	0.250	0.738	0.652	0.896	0.490	0.571
Rise	0.261	0.739	0.652	0.896	0.479	0.571
Grad-CAM	0.287	0.724	0.681	0.895	0.500	0.563
Grad-CAM++	0.299	0.726	0.705	0.894	0.523	0.564
Int. Grads	0.258	0.739	0.655	0.896	0.470	0.573
PCIM (ours)	0.112	0.889	0.199	0.866	0.464	0.637