Few-Shot Image Classification on COCO-MLT

Metric: Average mAP (higher is better)

LeaderboardDataset

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#	Model↕	Average mAP▼	Extra Data	Paper	Date↕	Code
1	LMPT(ViT-B/16)	66.19	Yes	LMPT: Prompt Tuning with Class-Specific Embeddin...	2023-05-08	Code
2	CLIP(ViT-B/16)	60.17	Yes	Learning Transferable Visual Models From Natural...	2021-02-26	Code
3	LMPT(ResNet-50)	58.97	Yes	LMPT: Prompt Tuning with Class-Specific Embeddin...	2023-05-08	Code
4	LTML(ResNet-50)	56.9	No	-	-	-
5	CLIP(ResNet-50)	56.19	Yes	Learning Transferable Visual Models From Natural...	2021-02-26	Code
6	PG Loss(ResNet-50)	54.43	No	-	-	-
7	DB Focal(ResNet-50)	53.55	No	Distribution-Balanced Loss for Multi-Label Class...	2020-07-19	Code
8	Focal Loss(ResNet-50)	49.46	No	Focal Loss for Dense Object Detection	2017-08-07	Code
9	CB Loss(ResNet-50)	49.06	No	Class-Balanced Loss Based on Effective Number of...	2019-01-16	Code
10	RS(ResNet-50)	46.97	No	Relay Backpropagation for Effective Learning of ...	2015-12-18	Code
11	OLTR(ResNet-50)	45.83	No	Large-Scale Long-Tailed Recognition in an Open W...	2019-04-10	Code
12	ML-GCN(ResNet-50)	44.24	No	Multi-Label Image Recognition with Graph Convolu...	2019-04-07	Code
13	LDAM(ResNet-50)	40.53	No	Learning Imbalanced Datasets with Label-Distribu...	2019-06-18	Code