Image Classification on mini WebVision 1.0

Metric: ImageNet Top-1 Accuracy (higher is better)

LeaderboardDataset

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Results

#	Model↕	ImageNet Top-1 Accuracy▼	Extra Data	Paper	Date↕	Code
1	LRA-diffusion (CLIP ViT)	82.56	No	Label-Retrieval-Augmented Diffusion Models for L...	2023-05-31	Code
2	RTE (Inception-ResNet-v2)	80.84	No	Robust Temporal Ensembling for Learning with Noi...	2021-09-29	-
3	PSSCL (130 epochs)	79.68	No	-	-	Code
4	PSSCL (120 epochs)	79.4	No	-	-	Code
5	CMW-Net-SL+C2D	77.36	No	CMW-Net: Learning a Class-Aware Sample Weighting...	2022-02-11	Code
6	CoDiM-Self (Inception-ResNet-v2)	77.24	No	CoDiM: Learning with Noisy Labels via Contrastiv...	2021-11-23	-
7	FaMUS	77	No	Faster Meta Update Strategy for Noise-Robust Dee...	2021-04-30	Code
8	Sel-CL+ (ResNet-18)	76.84	No	Selective-Supervised Contrastive Learning with N...	2022-03-08	Code
9	CoDiM-Sup (Inception-ResNet-v2)	76.52	No	CoDiM: Learning with Noisy Labels via Contrastiv...	2021-11-23	-
10	CC	76.08	No	Centrality and Consistency: Two-Stage Clean Samp...	2022-07-29	Code
11	BtR	75.96	No	Bootstrapping the Relationship Between Images an...	2022-10-17	Code
12	SSR	75.76	No	SSR: An Efficient and Robust Framework for Learn...	2021-11-22	Code
13	CMW-Net-SL	75.72	No	CMW-Net: Learning a Class-Aware Sample Weighting...	2022-02-11	Code
14	GJS (ResNet-50)	75.5	No	Generalized Jensen-Shannon Divergence Loss for L...	2021-05-10	Code
15	Robust LR	75.48	No	Two Wrongs Don't Make a Right: Combating Confirm...	2021-12-06	-
16	PGDF (Inception-ResNet-v2)	75.45	No	Sample Prior Guided Robust Model Learning to Sup...	2021-12-02	Code
17	TCL	75.4	No	Twin Contrastive Learning with Noisy Labels	2023-03-13	Code
18	DivideMix (Inception-ResNet-v2)	75.2	No	DivideMix: Learning with Noisy Labels as Semi-su...	2020-02-18	Code
19	Dynamic Loss (Inception-ResNet-v2)	74.76	No	Dynamic Loss For Robust Learning	2022-11-22	Code
20	ROLT+ (Inception-ResNet-v2)	74.64	No	Robust Long-Tailed Learning under Label Noise	2021-08-26	-
21	NGC (Inception-ResNet-v2)	74.44	No	NGC: A Unified Framework for Learning with Open-...	2021-08-25	-
22	CAR	74.09	No	Confidence Adaptive Regularization for Deep Lear...	2021-08-18	-
23	MentorMix (Inception-ResNet-v2)	72.9	No	Beyond Synthetic Noise: Deep Learning on Control...	2019-11-21	Code
24	NCT (Inception-ResNet-v2)	71.73	No	Noisy Concurrent Training for Efficient Learning...	2020-09-17	Code
25	ELR+ (Inception-ResNet-v2)	70.29	No	Early-Learning Regularization Prevents Memorizat...	2020-06-30	Code
26	Crust (Inception-ResNet-v2)	67.36	No	Coresets for Robust Training of Neural Networks ...	2020-11-15	-
27	ODD (Inception-ResNet-v2)	66.7	No	Robust and On-the-fly Dataset Denoising for Imag...	2020-03-24	-
28	MentorNet (Inception-ResNet-v2)	63.8	No	MentorNet: Learning Data-Driven Curriculum for V...	2017-12-14	Code
29	NCE+RCE (ResNet-50)	62.64	No	Normalized Loss Functions for Deep Learning with...	2020-06-24	Code
30	NCE+MAE (ResNet-50)	62.36	No	Normalized Loss Functions for Deep Learning with...	2020-06-24	Code
31	CDR (Inception-ResNet-v2)	61.85	No	-	-	-
32	Iterative-CV (Inception-ResNet-v2)	61.6	No	Understanding and Utilizing Deep Neural Networks...	2019-05-13	Code
33	Co-teaching (Inception-ResNet-v2)	61.48	No	Co-teaching: Robust Training of Deep Neural Netw...	2018-04-18	Code
34	D2L (Inception-ResNet-v2)	57.8	No	Dimensionality-Driven Learning with Noisy Labels	2018-06-07	Code
35	F-Correction (Inception-ResNet-v2)	57.36	No	Making Deep Neural Networks Robust to Label Nois...	2016-09-13	Code