notesum.ai

Published at November 19

libcll: an Extendable Python Toolkit for Complementary-Label Learning

cs.AI

cs.CV

Released Date: November 19, 2024

Authors: Nai-Xuan Ye¹, Tan-Ha Mai¹, Hsiu-Hsuan Wang¹, Wei-I Lin¹, Hsuan-Tien Lin¹

Aff.: ¹National Taiwan University

Arxiv: http://arxiv.org/abs/2411.12276v1

	MNIST		KMNIST		FMNIST		CIFAR10		CIFAR20		MIN10		MIN20		Avg Rank
SCL-NL	94.20 $\pm$ 0.10		71.88 $\pm$ 0.45		84.59 $\pm$ 0.41		65.45 $\pm$ 0.75		21.43 $\pm$ 1.00		37.59 $\pm$ 2.96		11.75 $\pm$ 2.36		2.57
SCL-EXP	94.29 $\pm$ 0.29		67.82 $\pm$ 0.52		84.30 $\pm$ 0.32		61.16 $\pm$ 1.18		21.33 $\pm$ 0.20		39.14 $\pm$ 3.49		10.83 $\pm$ 2.32		3.86
URE-NN	92.19 $\pm$ 0.04		69.27 $\pm$ 1.24		82.73 $\pm$ 0.27		46.83 $\pm$ 1.41		15.48 $\pm$ 0.67		29.46 $\pm$ 1.85		10.98 $\pm$ 0.83		5.71
URE-GA	94.41 $\pm$ 0.16		74.32 $\pm$ 0.45		83.51 $\pm$ 0.22		58.00 $\pm$ 1.49		15.18 $\pm$ 0.47		33.70 $\pm$ 1.34		8.62 $\pm$ 1.68		4.71
DM	92.41 $\pm$ 0.17		68.72 $\pm$ 0.92		82.67 $\pm$ 0.53		54.04 $\pm$ 1.26		18.45 $\pm$ 0.97		36.49 $\pm$ 4.66		8.85 $\pm$ 1.33		5.86
MCL-MAE	91.84 $\pm$ 3.95		64.33 $\pm$ 3.61		82.63 $\pm$ 0.31		38.07 $\pm$ 9.22		11.65 $\pm$ 1.77		26.66 $\pm$ 3.60		9.07 $\pm$ 1.64		7.57
MCL-EXP	94.24 $\pm$ 0.27		68.25 $\pm$ 0.56		84.03 $\pm$ 0.58		61.19 $\pm$ 1.05		21.45 $\pm$ 0.93		37.44 $\pm$ 2.65		9.05 $\pm$ 1.09		4.14
MCL-LOG	94.31 $\pm$ 0.16		70.52 $\pm$ 2.42		84.50 $\pm$ 0.32		66.25 $\pm$ 0.66		21.59 $\pm$ 1.11		40.04 $\pm$ 2.71		11.89 $\pm$ 1.30		1.57
FWD	93.78 $\pm$ 0.35		70.16 $\pm$ 1.56		84.16 $\pm$ 0.25		64.99 $\pm$ 0.64		20.50 $\pm$ 0.75		36.72 $\pm$ 4.30		13.35 $\pm$ 2.40		1.86
URE-TNN	91.85 $\pm$ 0.23		69.16 $\pm$ 1.14		82.10 $\pm$ 0.30		47.25 $\pm$ 2.35		15.29 $\pm$ 1.11		30.52 $\pm$ 2.32		10.33 $\pm$ 1.33		5.00
URE-TGA	93.79 $\pm$ 0.14		75.53 $\pm$ 1.10		83.76 $\pm$ 0.39		57.37 $\pm$ 1.20		13.61 $\pm$ 4.51		34.32 $\pm$ 2.53		6.33 $\pm$ 2.46		3.43
CPE-I	91.30 $\pm$ 0.25		64.82 $\pm$ 0.64		81.25 $\pm$ 0.77		54.44 $\pm$ 1.95		12.01 $\pm$ 0.93		28.98 $\pm$ 1.16		10.57 $\pm$ 1.36		5.57
CPE-F	93.77 $\pm$ 0.35		70.15 $\pm$ 1.57		83.95 $\pm$ 0.34		64.97 $\pm$ 0.61		20.73 $\pm$ 1.17		36.46 $\pm$ 4.06		14.98 $\pm$ 1.53		2.14
CPE-T	93.40 $\pm$ 0.27		69.75 $\pm$ 1.49		83.66 $\pm$ 0.14		57.94 $\pm$ 0.97		20.58 $\pm$ 0.78		37.16 $\pm$ 2.82		13.14 $\pm$ 2.10		3.00