Papers with Code · CC BY-SA 4.0

COCO 10% labeled data

아카이브 평가 27건 · 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.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
MixPL	mAP 44.6 detector DINO-Res50	Mixed Pseudo Labels for Semi-Supervised Object Detection 2023-12-12	코드 1
Semi-DETR	mAP 43.5 detector DINO-Res50	Semi-DETR: Semi-Supervised Object Detection with Detection Transformers 2023-07-16	코드 1 · 코드 2 · 코드 3
Consistent-Teacher	mAP 40.0 detector RetinaNet-Res50	Consistent-Teacher: Towards Reducing Inconsistent Pseudo-targets in Semi-supervised Object Detection 2022-09-04	코드 1
ARSL	mAP 38.5 detector FCOS-Res50	Ambiguity-Resistant Semi-Supervised Learning for Dense Object Detection 2023-03-27	코드 1
Efficient Teacher	mAP 37.9 detector YOLOv5-L	Efficient Teacher: Semi-Supervised Object Detection for YOLOv5 2023-02-15	코드 1 · 코드 2 · 코드 3 · 코드 4
Revisiting Class Imbalance	mAP 37.4 detector FasterRCNN-Res50	Revisiting Class Imbalance for End-to-end Semi-Supervised Object Detection 2023-06-04	연결 없음
Dense Teacher	mAP 37.13 detector FCOS-Res50	Dense Teacher: Dense Pseudo-Labels for Semi-supervised Object Detection 2022-07-06	코드 1 · 코드 2
MixTeacher-FCOS	mAP 36.95 detector FCOS-Res50	MixTeacher: Mining Promising Labels with Mixed Scale Teacher for Semi-Supervised Object Detection 2023-03-16	코드 1
MixTeacher-FRCNN	mAP 36.72 detector FRCNN-Res50	MixTeacher: Mining Promising Labels with Mixed Scale Teacher for Semi-Supervised Object Detection 2023-03-16	코드 1
PseCo	mAP 36.06 detector FasterRCNN-Res50	PseCo: Pseudo Labeling and Consistency Training for Semi-Supervised Object Detection 2022-03-30	코드 1
Polishing Teacher	mAP 35.30±0.15 detector FasterRCNN-Res50	Mind the Gap: Polishing Pseudo labels for Accurate Semi-supervised Object Detection 2022-07-17	코드 1
Unbiased Teacher v2	mAP 35.08±0.02 detector FCOS-Res50	Unbiased Teacher v2: Semi-supervised Object Detection for Anchor-free and Anchor-based Detectors 2022-06-19	코드 1
Adaptive Class-Rebalancing	mAP 34.92±0.22	Semi-Supervised Object Detection with Adaptive Class-Rebalancing Self-Training 2021-07-11	연결 없음
VC	mAP 34.82 detector FasterRCNN-Res50	Semi-supervised Object Detection via Virtual Category Learning 2022-07-07	코드 1
ASTOD	mAP 34.58	Adaptive Self-Training for Object Detection 2022-12-07	코드 1
Omni-DETR	mAP 34.1	Omni-DETR: Omni-Supervised Object Detection with Transformers 2022-03-30	코드 1
Soft Teacher	mAP 34.04 detector FasterRCNN-Res50	End-to-End Semi-Supervised Object Detection with Soft Teacher 2021-06-16	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8
SSOD with OCL and RUPL	mAP 33.53	Semi-Supervised Object Detection with Object-wise Contrastive Learning and Regression Uncertainty 2022-12-06	연결 없음
RPL	mAP 32.23± 0.14	Rethinking Pseudo Labels for Semi-Supervised Object Detection 2021-06-01	연결 없음
Il-net (resnet-50)	mAP 32.166	Improving Localization for Semi-Supervised Object Detection 2022-06-21	코드 1
MUM	mAP 31.87	MUM : Mix Image Tiles and UnMix Feature Tiles for Semi-Supervised Object Detection 2021-11-22	코드 1
Humble teacher	mAP 31.61	Humble Teachers Teach Better Students for Semi-Supervised Object Detection 2021-06-19	연결 없음
Unbiased Teacher	mAP 31.5± 0.10	Unbiased Teacher for Semi-Supervised Object Detection 2021-02-18	코드 1 · 코드 2 · 코드 3 · 코드 4
Instant Teaching	mAP 30.40	Instant-Teaching: An End-to-End Semi-Supervised Object Detection Framework 2021-03-21	코드 1
DETReg	mAP 29.12±0.2	DETReg: Unsupervised Pretraining with Region Priors for Object Detection 2021-06-08	코드 1
STAC	mAP 28.64±0.21	A Simple Semi-Supervised Learning Framework for Object Detection 2020-05-10	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7
Semi-DETR	detector FCOS-Res50	Ambiguity-Resistant Semi-Supervised Learning for Dense Object Detection 2023-03-27	코드 1