notesum.ai

Published at December 3

Active Negative Loss: A Robust Framework for Learning with Noisy Labels

cs.CV

68T05, 62H35

I.2.6; I.4.8

Released Date: December 3, 2024

Authors: Xichen Ye¹, Yifan Wu¹, Yiwen Xu¹, Xiaoqiang Li¹, Weizhong Zhang², Yifan Chen³

Aff.: ¹Shanghai University; ²Fudan University; ³Hong Kong Baptist University

Arxiv: http://arxiv.org/pdf/2412.02373v1

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Methods	Clean	Sym-0.2	Sym-0.4	Sym-0.6	Sym-0.8	Asym-0.2	Asym-0.4	Dep-0.2	Dep-0.4	Real
CE	90.38 $\pm$ 0.11	75.05 $\pm$ 0.26	58.19 $\pm$ 0.21	38.75 $\pm$ 0.19	19.09 $\pm$ 0.35	83.00 $\pm$ 0.33	73.69 $\pm$ 0.20	75.51 $\pm$ 0.30	56.36 $\pm$ 0.60	61.43 $\pm$ 0.52
FL [53]	89.84 $\pm$ 0.28	74.52 $\pm$ 0.10	57.54 $\pm$ 0.75	38.83 $\pm$ 0.49	19.33 $\pm$ 0.58	83.03 $\pm$ 0.10	73.78 $\pm$ 0.16	75.47 $\pm$ 0.11	57.62 $\pm$ 0.40	61.55 $\pm$ 0.27
MAE [11]	89.15 $\pm$ 0.27	87.19 $\pm$ 0.19	81.76 $\pm$ 3.17	76.82 $\pm$ 0.84	46.42 $\pm$ 3.66	79.63 $\pm$ 0.74	57.36 $\pm$ 2.37	79.03 $\pm$ 0.85	64.52 $\pm$ 9.43	72.83 $\pm$ 4.39
GCE [12]	89.66 $\pm$ 0.20	87.17 $\pm$ 0.01	82.44 $\pm$ 0.26	68.62 $\pm$ 0.35	25.45 $\pm$ 0.51	85.55 $\pm$ 0.24	72.83 $\pm$ 0.17	84.77 $\pm$ 0.18	64.22 $\pm$ 1.11	75.19 $\pm$ 0.23
SCE [13]	91.38 $\pm$ 0.13	87.86 $\pm$ 0.12	79.96 $\pm$ 0.25	62.16 $\pm$ 0.33	27.98 $\pm$ 0.98	86.22 $\pm$ 0.44	74.01 $\pm$ 0.52	82.89 $\pm$ 0.24	64.03 $\pm$ 0.33	73.65 $\pm$ 0.29
PHCE [54]	89.79 $\pm$ 0.09	88.06 $\pm$ 0.08	83.93 $\pm$ 0.32	75.33 $\pm$ 0.11	40.83 $\pm$ 0.46	86.92 $\pm$ 0.24	57.88 $\pm$ 2.05	86.63 $\pm$ 0.17	51.56 $\pm$ 5.26	77.23 $\pm$ 0.16
TCE [55]	90.01 $\pm$ 0.17	87.57 $\pm$ 0.14	83.82 $\pm$ 0.13	75.32 $\pm$ 0.14	38.10 $\pm$ 0.42	86.84 $\pm$ 0.09	59.08 $\pm$ 2.34	86.51 $\pm$ 0.27	59.86 $\pm$ 3.21	77.32 $\pm$ 0.56
APL [14]	90.94 $\pm$ 0.01	89.19 $\pm$ 0.18	86.03 $\pm$ 0.13	79.89 $\pm$ 0.11	55.52 $\pm$ 2.74	88.36 $\pm$ 0.13	77.75 $\pm$ 0.37	88.16 $\pm$ 0.15	74.54 $\pm$ 0.27	79.74 $\pm$ 0.09
ALF [36]	91.08 $\pm$ 0.06	89.11 $\pm$ 0.07	86.16 $\pm$ 0.10	80.14 $\pm$ 0.27	55.62 $\pm$ 4.78	88.48 $\pm$ 0.09	78.60 $\pm$ 0.41	88.14 $\pm$ 0.40	74.40 $\pm$ 1.04	79.91 $\pm$ 0.37
ANL-CE	91.66 $\pm$ 0.04	90.02 $\pm$ 0.23	87.28 $\pm$ 0.02	81.12 $\pm$ 0.30	61.27 $\pm$ 0.55	89.13 $\pm$ 0.11	77.63 $\pm$ 0.31	88.70 $\pm$ 0.08	74.56 $\pm$ 0.08	80.23 $\pm$ 0.28
ANL-FL	91.79 $\pm$ 0.19	89.95 $\pm$ 0.20	87.25 $\pm$ 0.11	81.67 $\pm$ 0.19	61.22 $\pm$ 0.85	89.09 $\pm$ 0.31	77.73 $\pm$ 0.31	88.51 $\pm$ 0.21	74.91 $\pm$ 0.09	80.33 $\pm$ 0.04
ANL-CE*	91.52 $\pm$ 0.06	89.87 $\pm$ 0.29	86.66 $\pm$ 0.15	81.33 $\pm$ 0.24	61.62 $\pm$ 0.47	89.32 $\pm$ 0.13	81.47 $\pm$ 0.31	88.85 $\pm$ 0.19	80.97 $\pm$ 0.20	81.16 $\pm$ 0.13