Image Classification on CIFAR-100-LT (ρ=10)

Metric: Error Rate (lower is better)

LeaderboardDataset

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#	Model↕	Error Rate▲	Extra Data	Paper	Date↕	Code
1	LIFT (ViT-B/16, ImageNet-21K pre-training)	8.7	No	Long-Tail Learning with Foundation Model: Heavy ...	2023-09-18	Code
2	LPT	9	Yes	LPT: Long-tailed Prompt Tuning for Image Classif...	2022-10-03	Code
3	VPT	10.4	Yes	Visual Prompt Tuning	2022-03-23	Code
4	LIFT (ViT-B/16, CLIP)	15.1	No	Long-Tail Learning with Foundation Model: Heavy ...	2023-09-18	Code
5	GLMC+MaxNorm (ResNet-32, channel x4)	25.72	No	Global and Local Mixture Consistency Cumulative ...	2023-05-15	Code
6	GLMC (ResNet-34, channel x4)	26.53	No	Global and Local Mixture Consistency Cumulative ...	2023-05-15	Code
7	SURE(ResNet-32)	26.76	No	SURE: SUrvey REcipes for building reliable and r...	2024-03-01	Code
8	PC	30.88	No	Learning Prototype Classifiers for Long-Tailed R...	2023-02-01	Code
9	LTR-weight-balancing	31.33	No	Long-Tailed Recognition via Weight Balancing	2022-03-27	Code
10	GML (ResNet-32)	33	No	Long-Tailed Recognition by Mutual Information Ma...	2023-05-02	Code
11	VS + ADRW + TLA	34.41	No	A Unified Generalization Analysis of Re-Weightin...	2023-10-07	Code
12	Difficulty-Net	34.78	No	Difficulty-Net: Learning to Predict Difficulty f...	2022-09-07	Code
13	BCL+CUDA	35.4	No	CUDA: Curriculum of Data Augmentation for Long-T...	2023-02-10	Code
14	GLAG	35.5	No	Long-Tailed Classification with Gradual Balanced...	2022-02-28	-
15	LCReg	35.8	No	Long-tailed Recognition by Learning from Latent ...	2022-06-02	-
16	TADE	36.4	No	Self-Supervised Aggregation of Diverse Experts f...	2021-07-20	Code
17	DRO-LT	36.59	No	Distributional Robustness Loss for Long-tail Lea...	2021-04-07	-
18	MiSLAS	36.8	No	Improving Calibration for Long-Tailed Recognition	2021-04-01	Code
19	SMC	37.5	No	Supervised Contrastive Learning on Blended Image...	2022-11-22	-
20	Hybrid-PSC	37.63	No	Contrastive Learning based Hybrid Networks for L...	2021-03-26	-
21	LADE	38.3	No	Disentangling Label Distribution for Long-tailed...	2020-12-01	Code
22	RIDE + CMO + Curvature Regularization	38.6	No	Predicting and Enhancing the Fairness of DNNs wi...	2023-03-22	Code
23	MetaSAug-LDAM	38.72	No	MetaSAug: Meta Semantic Augmentation for Long-Ta...	2021-03-23	Code
24	UniMix+Bayias (ResNet-32)	38.75	No	Towards Calibrated Model for Long-Tailed Visual ...	2021-11-06	Code
25	CBD+TailCalibX	38.87	No	Feature Generation for Long-tail Classification	2021-11-10	Code
26	ELP	40.9	No	-	-	Code
27	LDAM-DRW + SSP	41.09	No	Rethinking the Value of Labels for Improving Cla...	2020-06-13	Code
28	smDRAGON	41.23	No	From Generalized zero-shot learning to long-tail...	2020-04-05	Code
29	CDB-loss	41.26	No	Class-Wise Difficulty-Balanced Loss for Solving ...	2020-10-05	Code
30	LDAM-DRW	41.29	No	Learning Imbalanced Datasets with Label-Distribu...	2019-06-18	Code
31	CE-DRW-IC	41.4	No	Posterior Re-calibration for Imbalanced Datasets	2020-10-22	-