Semi-Supervised Object Detection on COCO 1% labeled data

Metric: mAP (higher is better)

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#	Model↕	mAP▼	Extra Data	Paper	Date↕	Code
1	MixPL	31.7	No	Mixed Pseudo Labels for Semi-Supervised Object D...	2023-12-12	Code
2	Consistent-Teacher	25.5	No	Consistent-Teacher: Towards Reducing Inconsisten...	2022-09-04	Code
3	ARSL	25.36	No	Ambiguity-Resistant Semi-Supervised Learning for...	2023-03-27	Code
4	MixTeacher-FRCNN	25.16	No	MixTeacher: Mining Promising Labels with Mixed S...	2023-03-16	Code
5	VC	23.86	No	Semi-supervised Object Detection via Virtual Cat...	2022-07-07	Code
6	MixTeacher-FCOS	23.83	No	MixTeacher: Mining Promising Labels with Mixed S...	2023-03-16	Code
7	Efficient Teacher	23.76	No	Efficient Teacher: Semi-Supervised Object Detect...	2023-02-15	Code
8	PseCo	22.43	No	PseCo: Pseudo Labeling and Consistency Training ...	2022-03-30	Code
9	MUM	21.88	No	MUM : Mix Image Tiles and UnMix Feature Tiles fo...	2021-11-22	Code
10	SSOD with OCL and RUPL	21.63	No	Semi-Supervised Object Detection with Object-wis...	2022-12-06	-
11	Soft Teacher + Swin-L(HTC++, multi-scale)	20.46	No	End-to-End Semi-Supervised Object Detection with...	2021-06-16	Code
12	ASTOD	19.47	No	Adaptive Self-Training for Object Detection	2022-12-07	Code
13	Omni-DETR	18.6	No	Omni-DETR: Omni-Supervised Object Detection with...	2022-03-30	Code
14	Instant Teaching	18.05	No	Instant-Teaching: An End-to-End Semi-Supervised ...	2021-03-21	Code