Semi-Supervised Object Detection on COCO 5% labeled data

Metric: mAP (higher is better)

LeaderboardDataset

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#	Model↕	mAP▼	Extra Data	Paper	Date↕	Code
1	Semi-DETR	40.1	No	Semi-DETR: Semi-Supervised Object Detection with...	2023-07-16	Code
2	MixPL	40.1	No	Mixed Pseudo Labels for Semi-Supervised Object D...	2023-12-12	Code
3	ARSL	34.45	No	Ambiguity-Resistant Semi-Supervised Learning for...	2023-03-27	Code
4	Efficient Teacher	34.11	No	Efficient Teacher: Semi-Supervised Object Detect...	2023-02-15	Code
5	MixTeacher-FRCNN	34.06	No	MixTeacher: Mining Promising Labels with Mixed S...	2023-03-16	Code
6	MixTeacher-FCOS	33.42	No	MixTeacher: Mining Promising Labels with Mixed S...	2023-03-16	Code
7	Dense Teacher	33.01	No	Dense Teacher: Dense Pseudo-Labels for Semi-supe...	2022-07-06	Code
8	PseCo	32.5	No	PseCo: Pseudo Labeling and Consistency Training ...	2022-03-30	Code
9	Revisiting Class Imbalance	32.21	No	Revisiting Class Imbalance for End-to-end Semi-S...	2023-06-04	-
10	VC	32.05	No	Semi-supervised Object Detection via Virtual Cat...	2022-07-07	Code
11	Soft Teacher + Swin-L(HTC++, multi-scale)	30.74	No	End-to-End Semi-Supervised Object Detection with...	2021-06-16	Code
12	SSOD with OCL and RUPL	30.66	No	Semi-Supervised Object Detection with Object-wis...	2022-12-06	-
13	ASTOD	30.43	No	Adaptive Self-Training for Object Detection	2022-12-07	Code
14	Omni-DETR	30.2	No	Omni-DETR: Omni-Supervised Object Detection with...	2022-03-30	Code
15	MUM	28.52	No	MUM : Mix Image Tiles and UnMix Feature Tiles fo...	2021-11-22	Code
16	Instant Teaching	26.75	No	Instant-Teaching: An End-to-End Semi-Supervised ...	2021-03-21	Code