Long-tail Learning on Places-LT

Metric: Top-1 Accuracy (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Top-1 Accuracy▼	Augmentations	Paper	Date↕	Code
1	LIFT (ViT-L/14)	53.7	No	Long-Tail Learning with Foundation Model: Heavy ...	2023-09-18	Code
2	LIFT (ViT-B/16)	52.2	No	Long-Tail Learning with Foundation Model: Heavy ...	2023-09-18	Code
3	MAM (ViT-B/16)	51.4	Yes	Improving Image Recognition by Retrieving from W...	2023-04-11	-
4	VL-LTR (ViT-B-16)	50.1	Yes	VL-LTR: Learning Class-wise Visual-Linguistic Re...	2021-11-26	Code
5	BALLAD(ViT-B-16)	49.5	Yes	A Simple Long-Tailed Recognition Baseline via Vi...	2021-11-29	Code
6	BALLAD(ResNet-50×16)	49.3	Yes	A Simple Long-Tailed Recognition Baseline via Vi...	2021-11-29	Code
7	VL-LTR (ResNet-50)	48	Yes	VL-LTR: Learning Class-wise Visual-Linguistic Re...	2021-11-26	Code
8	BALLAD(ResNet-101)	47.9	Yes	A Simple Long-Tailed Recognition Baseline via Vi...	2021-11-29	Code
9	RAC (ViT-B-16)	47.17	No	Retrieval Augmented Classification for Long-Tail...	2022-02-22	-
10	BALLAD(ResNet-50)	46.5	No	A Simple Long-Tailed Recognition Baseline via Vi...	2021-11-29	Code
11	APA (SE-ResNet-50)	42	No	Adaptive Parametric Activation	2024-07-11	Code
12	Difficulty-Net (ResNet-152)	41.7	No	Difficulty-Net: Learning to Predict Difficulty f...	2022-09-07	Code
13	GPaCo (ResNet-152)	41.7	No	Generalized Parametric Contrastive Learning	2022-09-26	Code
14	NCL(ResNet-152)	41.5	No	Nested Collaborative Learning for Long-Tailed Vi...	2022-03-29	Code
15	TADE	41.3	No	Self-Supervised Aggregation of Diverse Experts f...	2021-07-20	Code
16	PaCo	41.2	No	Parametric Contrastive Learning	2021-07-26	Code
17	OPeN (ResNet-152)	40.5	No	Pure Noise to the Rescue of Insufficient Data: I...	2021-12-16	Code
18	IEM	39.7	No	-	-	-
19	LDAM-DRS-RSG	39.3	No	RSG: A Simple but Effective Module for Learning ...	2021-06-18	Code
20	DisAlign	39.3	No	Distribution Alignment: A Unified Framework for ...	2021-03-30	Code
21	CBExperts	38.9	No	Long-Tailed Recognition Using Class-Balanced Exp...	2020-04-07	Code
22	LADE	38.8	No	Disentangling Label Distribution for Long-tailed...	2020-12-01	Code
23	BALMS	38.7	No	Balanced Meta-Softmax for Long-Tailed Visual Rec...	2020-07-21	Code
24	smDRAGON	38.1	No	From Generalized zero-shot learning to long-tail...	2020-04-05	Code
25	CB LWS	37.6	No	Decoupling Representation and Classifier for Lon...	2019-10-21	Code
26	Online Feature Augmentation	36.4	No	Feature Space Augmentation for Long-Tailed Data	2020-08-09	-
27	LFME + OLTR	36.2	No	Learning From Multiple Experts: Self-paced Knowl...	2020-01-06	Code
28	OLTR	34.1	No	Large-Scale Long-Tailed Recognition in an Open W...	2019-04-10	Code
29	Domain Adaptation	30.8	No	Rethinking Class-Balanced Methods for Long-Taile...	2020-03-24	Code