Image Classification on CIFAR-10-LT (ρ=10)

Metric: Error Rate (lower is better)

LeaderboardDataset

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#	Model↕	Error Rate▲	Extra Data	Paper	Date↕	Code
1	GLMC+MaxNorm (ResNet-34, channel x4)	5	No	Global and Local Mixture Consistency Cumulative ...	2023-05-15	Code
2	SURE(ResNet-32)	5.04	No	SURE: SUrvey REcipes for building reliable and r...	2024-03-01	Code
3	GLMC (ResNet-34, channel x4)	5.15	No	Global and Local Mixture Consistency Cumulative ...	2023-05-15	Code
4	3LSSL	7.9	No	Delving Deep into Simplicity Bias for Long-Taile...	2023-02-07	-
5	ResCom	8	No	Rebalanced Siamese Contrastive Mining for Long-T...	2022-03-22	Code
6	VS + ADRW + TLA	8.18	No	A Unified Generalization Analysis of Re-Weightin...	2023-10-07	Code
7	Balanced Softmax (BALMS)	8.7	No	Balanced Meta-Softmax for Long-Tailed Visual Rec...	2020-07-21	Code
8	ViT-B + Bal-BCE	8.7	No	Learning Imbalanced Data with Vision Transformers	2022-12-05	Code
9	LCReg	8.8	No	Long-tailed Recognition by Learning from Latent ...	2022-06-02	-
10	BCL(ResNet-32)	8.9	No	Balanced Contrastive Learning for Long-Tailed Vi...	2022-07-19	Code
11	Hybrid-SC	8.9	No	Contrastive Learning based Hybrid Networks for L...	2021-03-26	-
12	LWS	8.9	No	Decoupling Representation and Classifier for Lon...	2019-10-21	Code
13	cRT	9	No	Decoupling Representation and Classifier for Lon...	2019-10-21	Code
14	PCL	9.14	No	Parametric Contrastive Learning	2021-07-26	Code
15	TADE	9.2	No	Self-Supervised Aggregation of Diverse Experts f...	2021-07-20	Code
16	ViT-B + Bal-CE	9.3	No	Learning Imbalanced Data with Vision Transformers	2022-12-05	Code
17	Equalization Loss	9.8	No	Equalization Loss for Long-Tailed Object Recogni...	2020-03-11	Code
18	MiSLAS	10	No	Improving Calibration for Long-Tailed Recognition	2021-04-01	Code
19	ViT-B + CB	10.1	No	Learning Imbalanced Data with Vision Transformers	2022-12-05	Code
20	De-C-TDE + Curvature Regularization	10.1	No	Predicting and Enhancing the Fairness of DNNs wi...	2023-03-22	Code
21	L2A(S2)	10.16	No	Leveraging Angular Information Between Feature a...	2022-12-03	-
22	ResLT	10.3	No	ResLT: Residual Learning for Long-tailed Recogni...	2021-01-26	Code
23	RIDE	10.3	No	Self-Supervised Aggregation of Diverse Experts f...	2021-07-20	Code
24	ICCL	10.3	No	Improving Tail-Class Representation with Centroi...	2021-10-19	-
25	MetaSAug-LDAM	10.32	No	MetaSAug: Meta Semantic Augmentation for Long-Ta...	2021-03-23	Code
26	UniMix+Bayias	10.34	No	Towards Calibrated Model for Long-Tailed Visual ...	2021-11-06	Code
27	ViT-B + CE	10.5	No	Learning Imbalanced Data with Vision Transformers	2022-12-05	Code
28	LDAM + DRW + SAM	10.6	No	Escaping Saddle Points for Effective Generalizat...	2022-12-28	Code
29	SAFA+LDAM-DRW (ResNeXt-29)	10.61	No	-	-	-
30	GCLLoss	10.77	No	Long-tailed Visual Recognition via Gaussian Clou...	2023-05-19	Code
31	LADE	11.22	No	Disentangling Label Distribution for Long-tailed...	2020-12-01	Code
32	ELP	11.3	No	-	-	Code
33	TSC	11.3	No	Targeted Supervised Contrastive Learning for Lon...	2021-11-27	Code
34	ViT-B + LDAM	11.4	No	Learning Imbalanced Data with Vision Transformers	2022-12-05	Code
35	LDAM-DRW + SSP	11.47	No	Rethinking the Value of Labels for Improving Cla...	2020-06-13	Code
36	Causal Norm	11.5	No	Long-Tailed Classification by Keeping the Good a...	2020-09-28	Code
37	BBN	11.7	No	BBN: Bilateral-Branch Network with Cumulative Le...	2019-12-05	Code
38	smDRAGON	11.84	No	From Generalized zero-shot learning to long-tail...	2020-04-05	Code
39	LDAM-DRW	11.84	No	Learning Imbalanced Datasets with Label-Distribu...	2019-06-18	Code
40	ELF&LDAM+DRW	12	No	ELF: An Early-Exiting Framework for Long-Tailed ...	2020-06-22	-
41	KCL	12	No	-	-	-
42	Prior-LT	12.2	No	Towards Calibrated Model for Long-Tailed Visual ...	2021-11-06	Code
43	M2m	12.5	No	M2m: Imbalanced Classification via Major-to-mino...	2020-04-01	Code
44	DecTDE	12.63	No	Long-Tailed Classification by Keeping the Good a...	2020-09-28	Code
45	Class-balanced Focal Loss	12.9	No	Class-Balanced Loss Based on Effective Number of...	2019-01-16	Code
46	IBLLoss	12.93	No	Influence-Balanced Loss for Imbalanced Visual Cl...	2021-10-06	Code
47	Class-balanced Resampling	13.21	No	Learning Imbalanced Datasets with Label-Distribu...	2019-06-18	Code
48	Class-balanced Reweighting	13.46	No	Class-Balanced Loss Based on Effective Number of...	2019-01-16	Code
49	Empirical Risk Minimization (ERM, CE)	13.61	No	Learning Imbalanced Datasets with Label-Distribu...	2019-06-18	Code
50	RISDA	20.11	No	Imagine by Reasoning: A Reasoning-Based Implicit...	2021-12-15	Code

#1GLMC+MaxNorm (ResNet-34, channel x4)SOTA
5
Error Rate· 2023-05-15
Global and Local Mixture Consistency Cumulative Learning for Long-tailed Visual Recognitions Code
#2SURE(ResNet-32)
5.04
Error Rate· 2024-03-01
SURE: SUrvey REcipes for building reliable and robust deep networks Code
#3GLMC (ResNet-34, channel x4)SOTA
5.15
Error Rate· 2023-05-15
Global and Local Mixture Consistency Cumulative Learning for Long-tailed Visual Recognitions Code
#43LSSLSOTA
7.9
Error Rate· 2023-02-07
Delving Deep into Simplicity Bias for Long-Tailed Image Recognition
#5ResComSOTA
8
Error Rate· 2022-03-22
Rebalanced Siamese Contrastive Mining for Long-Tailed Recognition Code
#6VS + ADRW + TLA
8.18
Error Rate· 2023-10-07
A Unified Generalization Analysis of Re-Weighting and Logit-Adjustment for Imbalanced Learning Code
#7Balanced Softmax (BALMS)SOTA
8.7
Error Rate· 2020-07-21
Balanced Meta-Softmax for Long-Tailed Visual Recognition Code
#8ViT-B + Bal-BCE
8.7
Error Rate· 2022-12-05
Learning Imbalanced Data with Vision Transformers Code
#9LCReg
8.8
Error Rate· 2022-06-02
Long-tailed Recognition by Learning from Latent Categories
#10BCL(ResNet-32)
8.9
Error Rate· 2022-07-19
Balanced Contrastive Learning for Long-Tailed Visual Recognition Code
#11Hybrid-SC
8.9
Error Rate· 2021-03-26
Contrastive Learning based Hybrid Networks for Long-Tailed Image Classification
#12LWSSOTA
8.9
Error Rate· 2019-10-21
Decoupling Representation and Classifier for Long-Tailed Recognition Code
#13cRTSOTA
9
Error Rate· 2019-10-21
Decoupling Representation and Classifier for Long-Tailed Recognition Code
#14PCL
9.14
Error Rate· 2021-07-26
Parametric Contrastive Learning Code
#15TADE
9.2
Error Rate· 2021-07-20
Self-Supervised Aggregation of Diverse Experts for Test-Agnostic Long-Tailed Recognition Code
#16ViT-B + Bal-CE
9.3
Error Rate· 2022-12-05
Learning Imbalanced Data with Vision Transformers Code
#17Equalization Loss
9.8
Error Rate· 2020-03-11
Equalization Loss for Long-Tailed Object Recognition Code
#18MiSLAS
10
Error Rate· 2021-04-01
Improving Calibration for Long-Tailed Recognition Code
#19ViT-B + CB
10.1
Error Rate· 2022-12-05
Learning Imbalanced Data with Vision Transformers Code
#20De-C-TDE + Curvature Regularization
10.1
Error Rate· 2023-03-22
Predicting and Enhancing the Fairness of DNNs with the Curvature of Perceptual Manifolds Code
#21L2A(S2)
10.16
Error Rate· 2022-12-03
Leveraging Angular Information Between Feature and Classifier for Long-tailed Learning: A Prediction Reformulation Approach
#22ResLT
10.3
Error Rate· 2021-01-26
ResLT: Residual Learning for Long-tailed Recognition Code
#23RIDE
10.3
Error Rate· 2021-07-20
Self-Supervised Aggregation of Diverse Experts for Test-Agnostic Long-Tailed Recognition Code
#24ICCL
10.3
Error Rate· 2021-10-19
Improving Tail-Class Representation with Centroid Contrastive Learning
#25MetaSAug-LDAM
10.32
Error Rate· 2021-03-23
MetaSAug: Meta Semantic Augmentation for Long-Tailed Visual Recognition Code
#26UniMix+Bayias
10.34
Error Rate· 2021-11-06
Towards Calibrated Model for Long-Tailed Visual Recognition from Prior Perspective Code
#27ViT-B + CE
10.5
Error Rate· 2022-12-05
Learning Imbalanced Data with Vision Transformers Code
#28LDAM + DRW + SAM
10.6
Error Rate· 2022-12-28
Escaping Saddle Points for Effective Generalization on Class-Imbalanced Data Code
#29SAFA+LDAM-DRW (ResNeXt-29)
10.61
Error Rate
No paper
#30GCLLoss
10.77
Error Rate· 2023-05-19
Long-tailed Visual Recognition via Gaussian Clouded Logit Adjustment Code
#31LADE
11.22
Error Rate· 2020-12-01
Disentangling Label Distribution for Long-tailed Visual Recognition Code
#32ELP
11.3
Error Rate
No paperCode
#33TSC
11.3
Error Rate· 2021-11-27
Targeted Supervised Contrastive Learning for Long-Tailed Recognition Code
#34ViT-B + LDAM
11.4
Error Rate· 2022-12-05
Learning Imbalanced Data with Vision Transformers Code
#35LDAM-DRW + SSP
11.47
Error Rate· 2020-06-13
Rethinking the Value of Labels for Improving Class-Imbalanced Learning Code
#36Causal Norm
11.5
Error Rate· 2020-09-28
Long-Tailed Classification by Keeping the Good and Removing the Bad Momentum Causal Effect Code
#37BBN
11.7
Error Rate· 2019-12-05
BBN: Bilateral-Branch Network with Cumulative Learning for Long-Tailed Visual Recognition Code
#38smDRAGON
11.84
Error Rate· 2020-04-05
From Generalized zero-shot learning to long-tail with class descriptors Code
#39LDAM-DRWSOTA
11.84
Error Rate· 2019-06-18
Learning Imbalanced Datasets with Label-Distribution-Aware Margin Loss Code
#40ELF&LDAM+DRW
12
Error Rate· 2020-06-22
ELF: An Early-Exiting Framework for Long-Tailed Classification
#41KCL
12
Error Rate
No paper
#42Prior-LT
12.2
Error Rate· 2021-11-06
Towards Calibrated Model for Long-Tailed Visual Recognition from Prior Perspective Code
#43M2m
12.5
Error Rate· 2020-04-01
M2m: Imbalanced Classification via Major-to-minor Translation Code
#44DecTDE
12.63
Error Rate· 2020-09-28
Long-Tailed Classification by Keeping the Good and Removing the Bad Momentum Causal Effect Code
#45Class-balanced Focal LossSOTA
12.9
Error Rate· 2019-01-16
Class-Balanced Loss Based on Effective Number of Samples Code
#46IBLLoss
12.93
Error Rate· 2021-10-06
Influence-Balanced Loss for Imbalanced Visual Classification Code
#47Class-balanced Resampling
13.21
Error Rate· 2019-06-18
Learning Imbalanced Datasets with Label-Distribution-Aware Margin Loss Code
#48Class-balanced ReweightingSOTA
13.46
Error Rate· 2019-01-16
Class-Balanced Loss Based on Effective Number of Samples Code
#49Empirical Risk Minimization (ERM, CE)
13.61
Error Rate· 2019-06-18
Learning Imbalanced Datasets with Label-Distribution-Aware Margin Loss Code
#50RISDA
20.11
Error Rate· 2021-12-15
Imagine by Reasoning: A Reasoning-Based Implicit Semantic Data Augmentation for Long-Tailed Classification Code