Few-Shot Image Classification on ImageNet-LT

Metric: Top-1 Accuracy (higher is better)

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#	Model↕	Top-1 Accuracy▼	Extra Data	Paper	Date↕	Code
1	LIFT (ViT-L/14)	82.9	No	Long-Tail Learning with Foundation Model: Heavy ...	2023-09-18	Code
2	µ2Net+ (ViT-L/16)	82.5	No	A Continual Development Methodology for Large-sc...	2022-09-15	Code
3	MAM (ViT-B/16)	82.3	Yes	Improving Image Recognition by Retrieving from W...	2023-04-11	-
4	LIFT (ViT-B/16)	78.3	No	Long-Tail Learning with Foundation Model: Heavy ...	2023-09-18	Code
5	VL-LTR (ViT-B-16)	77.2	Yes	VL-LTR: Learning Class-wise Visual-Linguistic Re...	2021-11-26	Code
6	BALLAD(ResNet-50×16)	76.5	No	A Simple Long-Tailed Recognition Baseline via Vi...	2021-11-29	Code
7	BALLAD(ViT-B-16)	75.7	No	A Simple Long-Tailed Recognition Baseline via Vi...	2021-11-29	Code
8	BALLAD(ResNet-101)	70.5	No	A Simple Long-Tailed Recognition Baseline via Vi...	2021-11-29	Code
9	VL-LTR (ResNet-50)	70.1	Yes	VL-LTR: Learning Class-wise Visual-Linguistic Re...	2021-11-26	Code
10	BALLAD(ResNet-50)	67.2	No	A Simple Long-Tailed Recognition Baseline via Vi...	2021-11-29	Code
11	GPaCo (2-ResNeXt101-32x4d)	63.2	No	Generalized Parametric Contrastive Learning	2022-09-26	Code
12	MDCS (ResNeXt-50)	61.8	No	MDCS: More Diverse Experts with Consistency Self...	2023-08-19	Code
13	TADE(ResNeXt101-32x4d)	61.4	No	Self-Supervised Aggregation of Diverse Experts f...	2021-07-20	Code
14	ProCo (ResNet50)	60.2	No	Probabilistic Contrastive Learning for Long-Tail...	2024-03-11	Code
15	PaCo(ResNeXt101-32x4d)	60	No	Parametric Contrastive Learning	2021-07-26	Code
16	DeiT-LT	59.1	No	DeiT-LT Distillation Strikes Back for Vision Tra...	2024-04-03	Code
17	APA (SE-ResNext-50)	59.1	No	Adaptive Parametric Activation	2024-07-11	Code
18	TADE(ResNeXt-50)	58.8	No	Self-Supervised Aggregation of Diverse Experts f...	2021-07-20	Code
19	GML (ResNeXt-50)	58.8	No	Long-Tailed Recognition by Mutual Information Ma...	2023-05-02	Code
20	DirMixE(ResNeXt-50)	58.61	No	Harnessing Hierarchical Label Distribution Varia...	2024-05-13	Code
21	NCL(ResNeXt-50)	58.4	No	Nested Collaborative Learning for Long-Tailed Vi...	2022-03-29	Code
22	PaCo(ResNeXt-50)	58.2	No	Parametric Contrastive Learning	2021-07-26	Code
23	BS-CMO (ResNet-50)	58	No	The Majority Can Help The Minority: Context-rich...	2021-12-01	Code
24	ProCo (ResNeXt50)	58	No	Probabilistic Contrastive Learning for Long-Tail...	2024-03-11	Code
25	APA (SE-ResNet-50)	57.9	No	Adaptive Parametric Activation	2024-07-11	Code
26	CBD-ENS (ResNet-152)	57.7	No	Class-Balanced Distillation for Long-Tailed Visu...	2021-04-12	Code
27	ResLT(ResNeXt-50-3 experts)	57.6	No	ResLT: Residual Learning for Long-tailed Recogni...	2021-01-26	Code
28	BatchFormer(ResNet-50, PaCo)	57.4	No	BatchFormer: Learning to Explore Sample Relation...	2022-03-03	Code
29	NCL(ResNet-50)	57.4	No	Nested Collaborative Learning for Long-Tailed Vi...	2022-03-29	Code
30	Difficulty-Net (ResNet-50 using RandAugment, single model)	57.4	No	Difficulty-Net: Learning to Predict Difficulty f...	2022-09-07	Code
31	RIDE-DiVE	57.12	No	Distilling Virtual Examples for Long-tailed Reco...	2021-03-28	Code
32	BCL(ResNeXt-50)	57.1	No	Balanced Contrastive Learning for Long-Tailed Vi...	2022-07-19	Code
33	RIDE (ResNeXt-50)	56.4	No	Long-tailed Recognition by Routing Diverse Distr...	2020-10-05	Code
34	GLMC (ResNeXt-50)	56.3	No	Global and Local Mixture Consistency Cumulative ...	2023-05-15	Code
35	BatchFormer(ResNet-50, RIDE)	55.7	No	BatchFormer: Learning to Explore Sample Relation...	2022-03-03	Code
36	CBD-ENS (ResNet-50)	55.6	No	Class-Balanced Distillation for Long-Tailed Visu...	2021-04-12	Code
37	ResLT(ResNeXt101-32x4d)	55.1	No	ResLT: Residual Learning for Long-tailed Recogni...	2021-01-26	Code
38	OPeN (ResNeXt-50)	55.1	No	Pure Noise to the Rescue of Insufficient Data: I...	2021-12-16	Code
39	RIDE (ResNet-50)	54.9	No	Long-tailed Recognition by Routing Diverse Distr...	2020-10-05	Code
40	Difficulty-Net (ResNet-50 w/o using RandAugment, single model)	54	No	Difficulty-Net: Learning to Predict Difficulty f...	2022-09-07	Code
41	LTR-weight-balancing(ResNeXt-50)	53.9	No	Long-Tailed Recognition via Weight Balancing	2022-03-27	Code
42	DRO-LT	53.5	No	Distributional Robustness Loss for Long-tail Lea...	2021-04-07	-
43	DisAlign	53.4	No	Distribution Alignment: A Unified Framework for ...	2021-03-30	Code
44	DiVE	53.1	No	Distilling Virtual Examples for Long-tailed Reco...	2021-03-28	Code
45	LDAM + DRW + SAM	53.1	No	Escaping Saddle Points for Effective Generalizat...	2022-12-28	Code
46	LADE	53	No	Disentangling Label Distribution for Long-tailed...	2020-12-01	Code
47	ResLT(ResNeXt50)	52.9	No	ResLT: Residual Learning for Long-tailed Recogni...	2021-01-26	Code
48	MiSLAS	52.7	No	Improving Calibration for Long-Tailed Recognition	2021-04-01	Code
49	TSC(ResNet-50)	52.4	No	Targeted Supervised Contrastive Learning for Lon...	2021-11-27	Code
50	LDAM-DRS-RSG	51.8	No	RSG: A Simple but Effective Module for Learning ...	2021-06-18	Code
51	De-confound-TDE	51.8	No	Long-Tailed Classification by Keeping the Good a...	2020-09-28	Code
52	KCL	51.5	No	-	-	-
53	cRT + SSP	51.3	No	Rethinking the Value of Labels for Improving Cla...	2020-06-13	Code
54	Logit adjustment	51.3	No	Long-tail learning via logit adjustment	2020-07-14	Code
55	MetaSAug (ResNet-152)	50.03	No	MetaSAug: Meta Semantic Augmentation for Long-Ta...	2021-03-23	Code
56	MetaSAug with CE loss	47.39	No	MetaSAug: Meta Semantic Augmentation for Long-Ta...	2021-03-23	Code
57	BLT (DenseNet-121)	44.7	No	-	-	Code
58	Difficulty-Net (ResNet-10 w/o using RandAugment, single model	44.6	No	Difficulty-Net: Learning to Predict Difficulty f...	2022-09-07	Code
59	IEM	43.2	No	-	-	-
60	smDRAGON	42	No	From Generalized zero-shot learning to long-tail...	2020-04-05	Code
61	BALMS	41.8	No	Balanced Meta-Softmax for Long-Tailed Visual Rec...	2020-07-21	Code
62	CB LWS	41.4	No	Decoupling Representation and Classifier for Lon...	2019-10-21	Code
63	CBExperts	39.2	No	Long-Tailed Recognition Using Class-Balanced Exp...	2020-04-07	Code
64	LFME + OLTR	38.8	No	Learning From Multiple Experts: Self-paced Knowl...	2020-01-06	Code
65	CDB-loss (ResNet 10)	38.5	No	Class-Wise Difficulty-Balanced Loss for Solving ...	2020-10-05	Code
66	BLT (ResNet-10)	38	No	-	-	Code
67	OLTR	35.6	No	Large-Scale Long-Tailed Recognition in an Open W...	2019-04-10	Code
68	Online Feature Augmentation	35.3	No	Feature Space Augmentation for Long-Tailed Data	2020-08-09	-
69	Domain Adaptation	29.9	No	Rethinking Class-Balanced Methods for Long-Taile...	2020-03-24	Code