16k on MS-COCO (10-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	36.6	No	No time to train! Training-Free Reference-Based ...	2025-07-03	Code
2	CD-ViTO	35.3	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	26.3	No	-	-	-
5	RISF (SWIN-Large)	25.5	No	Re-Scoring Using Image-Language Similarity for F...	2023-11-01	Code
6	DETReg-ft-full DDETR	25	No	DETReg: Unsupervised Pretraining with Region Pri...	2021-06-08	Code
7	imTED+ViT-B	22.5	No	Integrally Migrating Pre-trained Transformer Enc...	2022-05-19	Code
8	hANMCL	22.4	No	Hierarchical Attention Network for Few-Shot Obje...	2022-08-15	Code
9	RISF (Resnet-101)	21.9	No	Re-Scoring Using Image-Language Similarity for F...	2023-11-01	Code
10	DCFS	19.5	No	Decoupling Classifier for Boosting Few-shot Obje...	2025-05-20	Code
11	CFA-DeFRCN	19.1	No	CFA: Constraint-based Finetuning Approach for Ge...	2022-04-11	-
12	DAnA-FasterRCNN	18.6	No	Dual-Awareness Attention for Few-Shot Object Det...	2021-02-24	Code
13	DeFRCN	18.5	No	DeFRCN: Decoupled Faster R-CNN for Few-Shot Obje...	2021-08-20	Code
14	Meta-DETR (Multi-Scale Feature)	17.8	No	Meta-DETR: Image-Level Few-Shot Object Detection...	2021-03-22	Code
15	Meta-DETR (Single-Scale Feature)	16.7	No	Meta-DETR: Image-Level Few-Shot Object Detection...	2021-03-22	Code
16	FSRN (RetinaNet)	15.8	No	Towards Discriminative and Transferable One-Stag...	2022-10-11	-
17	CME	15.1	No	Beyond Max-Margin: Class Margin Equilibrium for ...	2021-03-08	Code
18	imTED+ViT-S	15	No	Integrally Migrating Pre-trained Transformer Enc...	2022-05-19	Code
19	FSDetView + PSP	13.4	No	Few-Shot Object Detection by Attending to Per-Sa...	2021-09-16	-
20	PnP-FSOD + CT	13.3	No	Instant Response Few-shot Object Detection with ...	2021-10-26	Code
21	FSDetView	12.5	No	Few-Shot Object Detection and Viewpoint Estimati...	2020-07-23	Code
22	PnP-FSOD	12.5	No	Instant Response Few-shot Object Detection with ...	2021-10-26	Code
23	SSR-FSD	11.3	No	Semantic Relation Reasoning for Shot-Stable Few-...	2021-03-02	-
24	FSOD	11.1	No	Few-Shot Object Detection with Attention-RPN and...	2019-08-06	Code
25	FSCE	11.1	No	FSCE: Few-Shot Object Detection via Contrastive ...	2021-03-10	Code
26	FSOD(Universal-Prototype)	11	No	Universal-Prototype Enhancing for Few-Shot Objec...	2021-03-01	Code
27	TFA(w/cos)	10	No	Frustratingly Simple Few-Shot Object Detection	2020-03-16	Code
28	TFA(w/fc)	10	No	Frustratingly Simple Few-Shot Object Detection	2020-03-16	Code
29	MPSR	9.8	No	Multi-Scale Positive Sample Refinement for Few-S...	2020-07-18	Code
30	Meta R-CNN	8.7	No	-	-	Code
31	MetaDet	7.1	No	-	-	-
32	MetaYOLO	5.6	No	Few-shot Object Detection via Feature Reweighting	2018-12-05	Code
33	LSTD (YOLO)	3.2	No	LSTD: A Low-Shot Transfer Detector for Object De...	2018-03-05	Code

#1Training-freeSOTA
36.6
AP· 2025-07-03
No time to train! Training-Free Reference-Based Instance Segmentation Code
#2CD-ViTOSOTA
35.3
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
26.3
AP
No paper
#5RISF (SWIN-Large)
25.5
AP· 2023-11-01
Re-Scoring Using Image-Language Similarity for Few-Shot Object Detection Code
#6DETReg-ft-full DDETRSOTA
25
AP· 2021-06-08
DETReg: Unsupervised Pretraining with Region Priors for Object Detection Code
#7imTED+ViT-B
22.5
AP· 2022-05-19
Integrally Migrating Pre-trained Transformer Encoder-decoders for Visual Object Detection Code
#8hANMCL
22.4
AP· 2022-08-15
Hierarchical Attention Network for Few-Shot Object Detection via Meta-Contrastive Learning Code
#9RISF (Resnet-101)
21.9
AP· 2023-11-01
Re-Scoring Using Image-Language Similarity for Few-Shot Object Detection Code
#10DCFS
19.5
AP· 2025-05-20
Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation Code
#11CFA-DeFRCN
19.1
AP· 2022-04-11
CFA: Constraint-based Finetuning Approach for Generalized Few-Shot Object Detection
#12DAnA-FasterRCNNSOTA
18.6
AP· 2021-02-24
Dual-Awareness Attention for Few-Shot Object Detection Code
#13DeFRCN
18.5
AP· 2021-08-20
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection Code
#14Meta-DETR (Multi-Scale Feature)
17.8
AP· 2021-03-22
Meta-DETR: Image-Level Few-Shot Object Detection with Inter-Class Correlation Exploitation Code
#15Meta-DETR (Single-Scale Feature)
16.7
AP· 2021-03-22
Meta-DETR: Image-Level Few-Shot Object Detection with Inter-Class Correlation Exploitation Code
#16FSRN (RetinaNet)
15.8
AP· 2022-10-11
Towards Discriminative and Transferable One-Stage Few-Shot Object Detectors
#17CME
15.1
AP· 2021-03-08
Beyond Max-Margin: Class Margin Equilibrium for Few-shot Object Detection Code
#18imTED+ViT-S
15
AP· 2022-05-19
Integrally Migrating Pre-trained Transformer Encoder-decoders for Visual Object Detection Code
#19FSDetView + PSP
13.4
AP· 2021-09-16
Few-Shot Object Detection by Attending to Per-Sample-Prototype
#20PnP-FSOD + CT
13.3
AP· 2021-10-26
Instant Response Few-shot Object Detection with Meta Strategy and Explicit Localization Inference Code
#21FSDetViewSOTA
12.5
AP· 2020-07-23
Few-Shot Object Detection and Viewpoint Estimation for Objects in the Wild Code
#22PnP-FSOD
12.5
AP· 2021-10-26
Instant Response Few-shot Object Detection with Meta Strategy and Explicit Localization Inference Code
#23SSR-FSD
11.3
AP· 2021-03-02
Semantic Relation Reasoning for Shot-Stable Few-Shot Object Detection
#24FSODSOTA
11.1
AP· 2019-08-06
Few-Shot Object Detection with Attention-RPN and Multi-Relation Detector Code
#25FSCE
11.1
AP· 2021-03-10
FSCE: Few-Shot Object Detection via Contrastive Proposal Encoding Code
#26FSOD(Universal-Prototype)
11
AP· 2021-03-01
Universal-Prototype Enhancing for Few-Shot Object Detection Code
#27TFA(w/cos)
10
AP· 2020-03-16
Frustratingly Simple Few-Shot Object Detection Code
#28TFA(w/fc)
10
AP· 2020-03-16
Frustratingly Simple Few-Shot Object Detection Code
#29MPSR
9.8
AP· 2020-07-18
Multi-Scale Positive Sample Refinement for Few-Shot Object Detection Code
#30Meta R-CNN
8.7
AP
No paperCode
#31MetaDet
7.1
AP
No paper
#32MetaYOLOSOTA
5.6
AP· 2018-12-05
Few-shot Object Detection via Feature Reweighting Code
#33LSTD (YOLO)SOTA
3.2
AP· 2018-03-05
LSTD: A Low-Shot Transfer Detector for Object Detection Code