2D Object Detection on COCO 1% labeled data

Metric: mAP (higher is better)

LeaderboardDataset

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#	Model↕	mAP▼	Augmentations	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

#1MixPLSOTA
31.7
mAP· 2023-12-12
Mixed Pseudo Labels for Semi-Supervised Object Detection Code
#2Consistent-TeacherSOTA
25.5
mAP· 2022-09-04
Consistent-Teacher: Towards Reducing Inconsistent Pseudo-targets in Semi-supervised Object Detection Code
#3ARSL
25.36
mAP· 2023-03-27
Ambiguity-Resistant Semi-Supervised Learning for Dense Object Detection Code
#4MixTeacher-FRCNN
25.16
mAP· 2023-03-16
MixTeacher: Mining Promising Labels with Mixed Scale Teacher for Semi-Supervised Object Detection Code
#5VCSOTA
23.86
mAP· 2022-07-07
Semi-supervised Object Detection via Virtual Category Learning Code
#6MixTeacher-FCOS
23.83
mAP· 2023-03-16
MixTeacher: Mining Promising Labels with Mixed Scale Teacher for Semi-Supervised Object Detection Code
#7Efficient Teacher
23.76
mAP· 2023-02-15
Efficient Teacher: Semi-Supervised Object Detection for YOLOv5 Code
#8PseCoSOTA
22.43
mAP· 2022-03-30
PseCo: Pseudo Labeling and Consistency Training for Semi-Supervised Object Detection Code
#9MUMSOTA
21.88
mAP· 2021-11-22
MUM : Mix Image Tiles and UnMix Feature Tiles for Semi-Supervised Object Detection Code
#10SSOD with OCL and RUPL
21.63
mAP· 2022-12-06
Semi-Supervised Object Detection with Object-wise Contrastive Learning and Regression Uncertainty
#11Soft Teacher + Swin-L(HTC++, multi-scale)SOTA
20.46
mAP· 2021-06-16
End-to-End Semi-Supervised Object Detection with Soft Teacher Code
#12ASTOD
19.47
mAP· 2022-12-07
Adaptive Self-Training for Object Detection Code
#13Omni-DETR
18.6
mAP· 2022-03-30
Omni-DETR: Omni-Supervised Object Detection with Transformers Code
#14Instant TeachingSOTA
18.05
mAP· 2021-03-21
Instant-Teaching: An End-to-End Semi-Supervised Object Detection Framework Code