Few-Shot Object Detection on MS-COCO (30-shot)

Metric: AP (higher is better)

LeaderboardDataset

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Results

#	Model↕	AP▼	Extra Data	Paper	Date↕	Code
1	Training-free	36.8	No	No time to train! Training-Free Reference-Based ...	2025-07-03	Code
2	CD-ViTO	35.9	No	Cross-Domain Few-Shot Object Detection via Enhan...	2024-02-05	Code
3	DE-ViT	34	No	Detect Everything with Few Examples	2023-09-22	Code
4	BIOT	33.8	No	-	-	-
5	RISF (SWIN-Large)	31.9	No	Re-Scoring Using Image-Language Similarity for F...	2023-11-01	Code
6	imTED+ViT-B	30.2	No	Integrally Migrating Pre-trained Transformer Enc...	2022-05-19	Code
7	DETReg-ft-full DDETR	30	No	DETReg: Unsupervised Pretraining with Region Pri...	2021-06-08	Code
8	hANMCL	25	No	Hierarchical Attention Network for Few-Shot Obje...	2022-08-15	Code
9	RISF (Resnet-101)	24.4	No	Re-Scoring Using Image-Language Similarity for F...	2023-11-01	Code
10	Meta-DETR (Multi-Scale Feature)	22.9	No	Meta-DETR: Image-Level Few-Shot Object Detection...	2021-03-22	Code
11	DCFS	22.7	No	Decoupling Classifier for Boosting Few-shot Obje...	2025-05-20	Code
12	DeFRCN	22.6	No	DeFRCN: Decoupled Faster R-CNN for Few-Shot Obje...	2021-08-20	Code
13	Meta-DETR (Single-Scale Feature)	21.3	No	Meta-DETR: Image-Level Few-Shot Object Detection...	2021-03-22	Code
14	imTED+ViT-S	21	No	Integrally Migrating Pre-trained Transformer Enc...	2022-05-19	Code
15	FsDetView + PSP	17.1	No	Few-Shot Object Detection by Attending to Per-Sa...	2021-09-16	-
16	FSCE	15.3	No	FSCE: Few-Shot Object Detection via Contrastive ...	2021-03-10	Code
17	FsDetView	14.7	No	Few-Shot Object Detection and Viewpoint Estimati...	2020-07-23	Code
18	SSR-FSD	14.7	No	Semantic Relation Reasoning for Shot-Stable Few-...	2021-03-02	-
19	MPSR	14.1	No	Multi-Scale Positive Sample Refinement for Few-S...	2020-07-18	Code
20	TFA w/ cos	13.7	No	Frustratingly Simple Few-Shot Object Detection	2020-03-16	Code
21	TFA w/ fc	13.4	No	Frustratingly Simple Few-Shot Object Detection	2020-03-16	Code
22	Meta R-CNN	12.4	No	Meta R-CNN : Towards General Solver for Instance...	2019-09-28	-
23	MetaDet	11.3	No	-	-	-
24	FeatReweight	9.1	No	Few-shot Object Detection via Feature Reweighting	2018-12-05	Code
25	LSTD (YOLO)	6.7	No	LSTD: A Low-Shot Transfer Detector for Object De...	2018-03-05	Code