Semi-Supervised Object Detection on COCO 10% labeled data

Metric: mAP (higher is better)

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#	Model↕	mAP▼	Extra Data	Paper	Date↕	Code
1	MixPL	44.6	No	Mixed Pseudo Labels for Semi-Supervised Object D...	2023-12-12	Code
2	Semi-DETR	43.5	No	Semi-DETR: Semi-Supervised Object Detection with...	2023-07-16	Code
3	Consistent-Teacher	40	No	Consistent-Teacher: Towards Reducing Inconsisten...	2022-09-04	Code
4	ARSL	38.5	No	Ambiguity-Resistant Semi-Supervised Learning for...	2023-03-27	Code
5	Efficient Teacher	37.9	No	Efficient Teacher: Semi-Supervised Object Detect...	2023-02-15	Code
6	Revisiting Class Imbalance	37.4	No	Revisiting Class Imbalance for End-to-end Semi-S...	2023-06-04	-
7	Dense Teacher	37.13	No	Dense Teacher: Dense Pseudo-Labels for Semi-supe...	2022-07-06	Code
8	MixTeacher-FCOS	36.95	No	MixTeacher: Mining Promising Labels with Mixed S...	2023-03-16	Code
9	MixTeacher-FRCNN	36.72	No	MixTeacher: Mining Promising Labels with Mixed S...	2023-03-16	Code
10	PseCo	36.06	No	PseCo: Pseudo Labeling and Consistency Training ...	2022-03-30	Code
11	VC	34.82	No	Semi-supervised Object Detection via Virtual Cat...	2022-07-07	Code
12	ASTOD	34.58	No	Adaptive Self-Training for Object Detection	2022-12-07	Code
13	Omni-DETR	34.1	No	Omni-DETR: Omni-Supervised Object Detection with...	2022-03-30	Code
14	Soft Teacher	34.04	No	End-to-End Semi-Supervised Object Detection with...	2021-06-16	Code
15	SSOD with OCL and RUPL	33.53	No	Semi-Supervised Object Detection with Object-wis...	2022-12-06	-
16	Il-net (resnet-50)	32.166	No	Improving Localization for Semi-Supervised Objec...	2022-06-21	Code
17	MUM	31.87	No	MUM : Mix Image Tiles and UnMix Feature Tiles fo...	2021-11-22	Code
18	Humble teacher	31.61	No	Humble Teachers Teach Better Students for Semi-S...	2021-06-19	-
19	Instant Teaching	30.4	No	Instant-Teaching: An End-to-End Semi-Supervised ...	2021-03-21	Code