notesum.ai

Published at December 6

Mitigating Instance-Dependent Label Noise: Integrating Self-Supervised Pretraining with Pseudo-Label Refinement

cs.CV

cs.LG

Released Date: December 6, 2024

Authors: Gouranga Bala¹, Anuj Gupta¹, Subrat Kumar Behera¹, Amit Sethi¹

Aff.: ¹IIT Bombay

Arxiv: http://arxiv.org/pdf/2412.04898v1

Refer to caption

Method	CIFAR-10		CIFAR-100
Method	20% Noise	50% Noise	20% Noise	50% Noise
Co-teaching [4]	80.96	59.56	63.58	42.74
MentorNet [3]	81.03	59.68	63.51	42.86
JoCoR [5]	83.95	60.42	64.42	45.30
DivideMix [10]	90.00	75.00	77.00	57.00
Our Method	88.41	60.10	63.42	48.57