Image Classification on mini WebVision 1.0

Metric: Top-5 Accuracy (higher is better)

LeaderboardDataset

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Results

#	Model↕	Top-5 Accuracy▼	Extra Data	Paper	Date↕	Code
1	PSSCL (130 epochs)	94.84	No	-	-	Code
2	Robust LR	94.12	No	Two Wrongs Don't Make a Right: Combating Confirm...	2021-12-06	-
3	PGDF (Inception-ResNet-v2)	94.03	No	Sample Prior Guided Robust Model Learning to Sup...	2021-12-02	Code
4	PSSCL (120 epochs)	93.8	No	-	-	Code
5	Dynamic Loss (Inception-ResNet-v2)	93.64	No	Dynamic Loss For Robust Learning	2022-11-22	Code
6	CC	93.64	No	Centrality and Consistency: Two-Stage Clean Samp...	2022-07-29	Code
7	CoDiM-Self (Inception-ResNet-v2)	93.52	No	CoDiM: Learning with Noisy Labels via Contrastiv...	2021-11-23	-
8	CMW-Net-SL+C2D	93.36	No	CMW-Net: Learning a Class-Aware Sample Weighting...	2022-02-11	Code
9	CMW-Net-SL	92.96	No	CMW-Net: Learning a Class-Aware Sample Weighting...	2022-02-11	Code
10	SSR	92.8	No	SSR: An Efficient and Robust Framework for Learn...	2021-11-22	Code
11	FaMUS	92.8	No	Faster Meta Update Strategy for Noise-Robust Dee...	2021-04-30	Code
12	BtR	92.76	No	Bootstrapping the Relationship Between Images an...	2022-10-17	Code
13	Sel-CL+ (ResNet-18)	92.64	No	Selective-Supervised Contrastive Learning with N...	2022-03-08	Code
14	CoDiM-Sup (Inception-ResNet-v2)	92.48	No	CoDiM: Learning with Noisy Labels via Contrastiv...	2021-11-23	-
15	ROLT+ (Inception-ResNet-v2)	92.44	No	Robust Long-Tailed Learning under Label Noise	2021-08-26	-
16	LongReMix (Inception-ResNet-v2)	92.32	No	LongReMix: Robust Learning with High Confidence ...	2021-03-06	Code
17	TCL	92.3	No	Twin Contrastive Learning with Noisy Labels	2023-03-13	Code
18	CAR	92.25	No	Confidence Adaptive Regularization for Deep Lear...	2021-08-18	-
19	NGC (Inception-ResNet-v2)	91.84	No	NGC: A Unified Framework for Learning with Open-...	2021-08-25	-
20	ELR+ (Inception-ResNet-v2)	91.68	No	Early-Learning Regularization Prevents Memorizat...	2020-06-30	Code
21	DivideMix (Inception-ResNet-v2)	91.64	No	DivideMix: Learning with Noisy Labels as Semi-su...	2020-02-18	Code
22	GJS (ResNet-50)	91.22	No	Generalized Jensen-Shannon Divergence Loss for L...	2021-05-10	Code
23	NCT (Inception-ResNet-v2)	90.77	No	Noisy Concurrent Training for Efficient Learning...	2020-09-17	Code
24	ODD (Inception-ResNet-v2)	90.6	No	Robust and On-the-fly Dataset Denoising for Imag...	2020-03-24	-
25	MentorMix (Inception-ResNet-v2)	90.2	No	Beyond Synthetic Noise: Deep Learning on Control...	2019-11-21	Code
26	Crust (Inception-ResNet-v2)	89.56	No	Coresets for Robust Training of Neural Networks ...	2020-11-15	-
27	Iterative-CV (Inception-ResNet-v2)	85.3	No	Understanding and Utilizing Deep Neural Networks...	2019-05-13	Code
28	Co-teaching (Inception-ResNet-v2)	85.2	No	Co-teaching: Robust Training of Deep Neural Netw...	2018-04-18	Code
29	D2L (Inception-ResNet-v2)	84	No	Dimensionality-Driven Learning with Noisy Labels	2018-06-07	Code
30	F-Correction (Inception-ResNet-v2)	82.68	No	Making Deep Neural Networks Robust to Label Nois...	2016-09-13	Code