Papers with Code · CC BY-SA 4.0

MS-COCO (10-shot)

아카이브 평가 33건 · 마지막 적재/변경 2026-10-30

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

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원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
Training-free	AP 36.6	No time to train! Training-Free Reference-Based Instance Segmentation 2025-07-03	코드 1 · 코드 2
CD-ViTO	AP 35.3	Cross-Domain Few-Shot Object Detection via Enhanced Open-Set Object Detector 2024-02-05	코드 1 · 코드 2
DE-ViT	AP 34.0	Detect Everything with Few Examples 2023-09-22	코드 1
BIOT	AP 26.3	Balanced ID-OOD tradeoff transfer makes query based detectors good few shot learners 2024-05-23	연결 없음
RISF (SWIN-Large)	AP 25.5	Re-Scoring Using Image-Language Similarity for Few-Shot Object Detection 2023-11-01	코드 1
DETReg-ft-full DDETR	AP 25	DETReg: Unsupervised Pretraining with Region Priors for Object Detection 2021-06-08	코드 1
imTED+ViT-B	AP 22.5	Integrally Migrating Pre-trained Transformer Encoder-decoders for Visual Object Detection 2022-05-19	코드 1 · 코드 2 · 코드 3
hANMCL	AP 22.4	Hierarchical Attention Network for Few-Shot Object Detection via Meta-Contrastive Learning 2022-08-15	코드 1
RISF (Resnet-101)	AP 21.9	Re-Scoring Using Image-Language Similarity for Few-Shot Object Detection 2023-11-01	코드 1
DCFS	AP 19.5	Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation 2025-05-20	코드 1
CFA-DeFRCN	AP 19.1	CFA: Constraint-based Finetuning Approach for Generalized Few-Shot Object Detection 2022-04-11	연결 없음
DAnA-FasterRCNN	AP 18.6	Dual-Awareness Attention for Few-Shot Object Detection 2021-02-24	코드 1
DeFRCN	AP 18.5	DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection 2021-08-20	코드 1 · 코드 2
Meta-DETR (Multi-Scale Feature)	AP 17.8	Meta-DETR: Image-Level Few-Shot Object Detection with Inter-Class Correlation Exploitation 2021-03-22	코드 1 · 코드 2
Meta-DETR (Single-Scale Feature)	AP 16.7	Meta-DETR: Image-Level Few-Shot Object Detection with Inter-Class Correlation Exploitation 2021-03-22	코드 1 · 코드 2
FSRN (RetinaNet)	AP 15.8	Towards Discriminative and Transferable One-Stage Few-Shot Object Detectors 2022-10-11	연결 없음
CME	AP 15.1	Beyond Max-Margin: Class Margin Equilibrium for Few-shot Object Detection 2021-03-08	코드 1 · 코드 2 · 코드 3 · 코드 4
imTED+ViT-S	AP 15.0	Integrally Migrating Pre-trained Transformer Encoder-decoders for Visual Object Detection 2022-05-19	코드 1 · 코드 2 · 코드 3
FSDetView + PSP	AP 13.4	Few-Shot Object Detection by Attending to Per-Sample-Prototype 2021-09-16	연결 없음
PnP-FSOD + CT	AP 13.3	Instant Response Few-shot Object Detection with Meta Strategy and Explicit Localization Inference 2021-10-26	코드 1
FSDetView	AP 12.5	Few-Shot Object Detection and Viewpoint Estimation for Objects in the Wild 2020-07-23	코드 1 · 코드 2
PnP-FSOD	AP 12.5	Instant Response Few-shot Object Detection with Meta Strategy and Explicit Localization Inference 2021-10-26	코드 1
SSR-FSD	AP 11.3	Semantic Relation Reasoning for Shot-Stable Few-Shot Object Detection 2021-03-02	연결 없음
FSOD	AP 11.1	Few-Shot Object Detection with Attention-RPN and Multi-Relation Detector 2019-08-06	코드 1 · 코드 2 · 코드 3
FSCE	AP 11.1	FSCE: Few-Shot Object Detection via Contrastive Proposal Encoding 2021-03-10	코드 1 · 코드 2
FSOD(Universal-Prototype)	AP 11.0	Universal-Prototype Enhancing for Few-Shot Object Detection 2021-03-01	코드 1
TFA(w/cos)	AP 10.0	Frustratingly Simple Few-Shot Object Detection 2020-03-16	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
TFA(w/fc)	AP 10.0	Frustratingly Simple Few-Shot Object Detection 2020-03-16	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
MPSR	AP 9.8	Multi-Scale Positive Sample Refinement for Few-Shot Object Detection 2020-07-18	코드 1 · 코드 2 · 코드 3 · 코드 4
Meta R-CNN	AP 8.7	Meta R-CNN: Towards General Solver for Instance-Level Low-Shot Learning 2019-10-01	코드 1