Document Text Classification on CIFAR-10N-Worst

Metric: Accuracy (mean) (higher is better)

LeaderboardDataset

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Results

#	Model↕	Accuracy (mean)▼	Extra Data	Paper	Date↕	Code
1	ProMix	96.16	No	ProMix: Combating Label Noise via Maximizing Cle...	2022-07-21	Code
2	PSSCL	95.12	No	-	-	Code
3	PGDF	93.65	No	Sample Prior Guided Robust Model Learning to Sup...	2021-12-02	Code
4	ILL	93.58	No	Imprecise Label Learning: A Unified Framework fo...	2023-05-22	Code
5	SOP+	93.24	No	Robust Training under Label Noise by Over-parame...	2022-02-28	Code
6	Divide-Mix	92.56	No	DivideMix: Learning with Noisy Labels as Semi-su...	2020-02-18	Code
7	CORES*	91.66	No	Learning with Instance-Dependent Label Noise: A ...	2020-10-05	Code
8	ELR+	91.09	No	Early-Learning Regularization Prevents Memorizat...	2020-06-30	Code
9	GNL	86.99	No	Partial Label Supervision for Agnostic Generativ...	2023-08-02	Code
10	CAL	85.36	No	Clusterability as an Alternative to Anchor Point...	2021-02-10	Code
11	Co-Teaching	83.83	No	Co-teaching: Robust Training of Deep Neural Netw...	2018-04-18	Code
12	CORES	83.6	No	Learning with Instance-Dependent Label Noise: A ...	2020-10-05	Code
13	ELR	83.58	No	Early-Learning Regularization Prevents Memorizat...	2020-06-30	Code
14	JoCoR	83.37	No	Combating noisy labels by agreement: A joint tra...	2020-03-05	Code
15	Co-Teaching+	83.26	No	How does Disagreement Help Generalization agains...	2019-01-14	Code
16	Negative-LS	82.99	No	-	-	Code
17	Positive-LS	82.76	No	Does label smoothing mitigate label noise?	2020-03-05	-
18	F-div	82.53	No	When Optimizing $f$-divergence is Robust with La...	2020-11-07	Code
19	Peer Loss	82.53	No	Peer Loss Functions: Learning from Noisy Labels ...	2019-10-08	Code
20	GCE	80.66	No	Generalized Cross Entropy Loss for Training Deep...	2018-05-20	Code
21	VolMinNet	80.53	No	Provably End-to-end Label-Noise Learning without...	2021-02-04	Code
22	T-Revision	80.48	No	Are Anchor Points Really Indispensable in Label-...	2019-06-01	Code
23	Forward-T	79.79	No	Making Deep Neural Networks Robust to Label Nois...	2016-09-13	Code
24	CE	77.69	No	-	-	-
25	Backward-T	77.61	No	Making Deep Neural Networks Robust to Label Nois...	2016-09-13	Code