notesum.ai

Published at November 6

cs.LG

cs.AI

cs.CV

Released Date: November 6, 2024

Authors: Wojciech Łapacz¹, Daniel Marczak², Filip Szatkowski², Tomasz Trzciński

Aff.: ¹Warsaw University of Technology; ²Warsaw University of Technology, IDEAS NCBR

	WC-ACC ( $\uparrow$ )	min-ACC ( $\uparrow$ )	SG( $\downarrow$ )	ACC ( $\uparrow$ )
	CIFAR100/5
FT	23.12 $\pm$ 0.11	11.9 $\pm$ 0.20	54.02 $\pm$ 0.99	25.52 $\pm$ 0.42
+NMC	34.29 $\pm$ 0.60	29.38 $\pm$ 0.68	23.85 $\pm$ 0.88	35.24 $\pm$ 0.78
	CIFAR100/10
FT	13.94 $\pm$ 0.39	7.58 $\pm$ 0.32	63.04 $\pm$ 2.57	21.04 $\pm$ 0.31
+NMC	27.27 $\pm$ 0.50	24.01 $\pm$ 0.65	25.35 $\pm$ 2.66	31.14 $\pm$ 0.38
	ImageNet100/5
FT	29.57 $\pm$ 0.62	15.9 $\pm$ 0.72	61.62 $\pm$ 2.00	40.50 $\pm$ 0.48
+NMC	47.27 $\pm$ 1.43	39.24 $\pm$ 1.60	29.85 $\pm$ 1.84	52.15 $\pm$ 0.75
	ImageNet100/10
FT	24.8 $\pm$ 1.13	17.45 $\pm$ 1.21	49.20 $\pm$ 2.70	32.38 $\pm$ 0.37
+NMC	41.98 $\pm$ 0.88	37.26 $\pm$ 0.83	20.03 $\pm$ 1.84	45.02 $\pm$ 0.77