2D Object Detection on MS-COCO (30-shot)

Metric: AP (higher is better)

LeaderboardDataset

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Results

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#	Model↕	AP▼	Augmentations	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

#1Training-freeSOTA
36.8
AP· 2025-07-03
No time to train! Training-Free Reference-Based Instance Segmentation Code
#2CD-ViTOSOTA
35.9
AP· 2024-02-05
Cross-Domain Few-Shot Object Detection via Enhanced Open-Set Object Detector Code
#3DE-ViTSOTA
34
AP· 2023-09-22
Detect Everything with Few Examples Code
#4BIOT
33.8
AP
No paper
#5RISF (SWIN-Large)
31.9
AP· 2023-11-01
Re-Scoring Using Image-Language Similarity for Few-Shot Object Detection Code
#6imTED+ViT-BSOTA
30.2
AP· 2022-05-19
Integrally Migrating Pre-trained Transformer Encoder-decoders for Visual Object Detection Code
#7DETReg-ft-full DDETRSOTA
30
AP· 2021-06-08
DETReg: Unsupervised Pretraining with Region Priors for Object Detection Code
#8hANMCL
25
AP· 2022-08-15
Hierarchical Attention Network for Few-Shot Object Detection via Meta-Contrastive Learning Code
#9RISF (Resnet-101)
24.4
AP· 2023-11-01
Re-Scoring Using Image-Language Similarity for Few-Shot Object Detection Code
#10Meta-DETR (Multi-Scale Feature)SOTA
22.9
AP· 2021-03-22
Meta-DETR: Image-Level Few-Shot Object Detection with Inter-Class Correlation Exploitation Code
#11DCFS
22.7
AP· 2025-05-20
Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation Code
#12DeFRCN
22.6
AP· 2021-08-20
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection Code
#13Meta-DETR (Single-Scale Feature)
21.3
AP· 2021-03-22
Meta-DETR: Image-Level Few-Shot Object Detection with Inter-Class Correlation Exploitation Code
#14imTED+ViT-S
21
AP· 2022-05-19
Integrally Migrating Pre-trained Transformer Encoder-decoders for Visual Object Detection Code
#15FsDetView + PSP
17.1
AP· 2021-09-16
Few-Shot Object Detection by Attending to Per-Sample-Prototype
#16FSCESOTA
15.3
AP· 2021-03-10
FSCE: Few-Shot Object Detection via Contrastive Proposal Encoding Code
#17FsDetViewSOTA
14.7
AP· 2020-07-23
Few-Shot Object Detection and Viewpoint Estimation for Objects in the Wild Code
#18SSR-FSD
14.7
AP· 2021-03-02
Semantic Relation Reasoning for Shot-Stable Few-Shot Object Detection
#19MPSRSOTA
14.1
AP· 2020-07-18
Multi-Scale Positive Sample Refinement for Few-Shot Object Detection Code
#20TFA w/ cosSOTA
13.7
AP· 2020-03-16
Frustratingly Simple Few-Shot Object Detection Code
#21TFA w/ fc
13.4
AP· 2020-03-16
Frustratingly Simple Few-Shot Object Detection Code
#22Meta R-CNNSOTA
12.4
AP· 2019-09-28
Meta R-CNN : Towards General Solver for Instance-level Few-shot Learning
#23MetaDet
11.3
AP
No paper
#24FeatReweightSOTA
9.1
AP· 2018-12-05
Few-shot Object Detection via Feature Reweighting Code
#25LSTD (YOLO)SOTA
6.7
AP· 2018-03-05
LSTD: A Low-Shot Transfer Detector for Object Detection Code