Semi-Supervised Object Detection on COCO 2% labeled data

Metric: mAP (higher is better)

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#	Model↕	mAP▼	Extra Data	Paper	Date↕	Code
1	MixPL	34.7	No	Mixed Pseudo Labels for Semi-Supervised Object D...	2023-12-12	Code
2	Consistent-Teacher	30.7	No	Consistent-Teacher: Towards Reducing Inconsisten...	2022-09-04	Code
3	MixTeacher-FRCNN	29.11	No	MixTeacher: Mining Promising Labels with Mixed S...	2023-03-16	Code
4	ARSL	29.08	No	Ambiguity-Resistant Semi-Supervised Learning for...	2023-03-27	Code
5	Efficient Teacher	28.7	No	Efficient Teacher: Semi-Supervised Object Detect...	2023-02-15	Code
6	MixTeacher-FCOS	27.88	No	MixTeacher: Mining Promising Labels with Mixed S...	2023-03-16	Code
7	PseCo	27.77	No	PseCo: Pseudo Labeling and Consistency Training ...	2022-03-30	Code
8	VC	27.7	No	Semi-supervised Object Detection via Virtual Cat...	2022-07-07	Code
9	ASTOD	24.85	No	Adaptive Self-Training for Object Detection	2022-12-07	Code
10	MUM	24.84	No	MUM : Mix Image Tiles and UnMix Feature Tiles fo...	2021-11-22	Code
11	Omni-DETR	23.2	No	Omni-DETR: Omni-Supervised Object Detection with...	2022-03-30	Code
12	Instant Teaching	22.45	No	Instant-Teaching: An End-to-End Semi-Supervised ...	2021-03-21	Code
13	CSD	13.93	No	-	-	Code

#1MixPLSOTA
34.7
mAP· 2023-12-12
Mixed Pseudo Labels for Semi-Supervised Object Detection Code
#2Consistent-TeacherSOTA
30.7
mAP· 2022-09-04
Consistent-Teacher: Towards Reducing Inconsistent Pseudo-targets in Semi-supervised Object Detection Code
#3MixTeacher-FRCNN
29.11
mAP· 2023-03-16
MixTeacher: Mining Promising Labels with Mixed Scale Teacher for Semi-Supervised Object Detection Code
#4ARSL
29.08
mAP· 2023-03-27
Ambiguity-Resistant Semi-Supervised Learning for Dense Object Detection Code
#5Efficient Teacher
28.7
mAP· 2023-02-15
Efficient Teacher: Semi-Supervised Object Detection for YOLOv5 Code
#6MixTeacher-FCOS
27.88
mAP· 2023-03-16
MixTeacher: Mining Promising Labels with Mixed Scale Teacher for Semi-Supervised Object Detection Code
#7PseCoSOTA
27.77
mAP· 2022-03-30
PseCo: Pseudo Labeling and Consistency Training for Semi-Supervised Object Detection Code
#8VC
27.7
mAP· 2022-07-07
Semi-supervised Object Detection via Virtual Category Learning Code
#9ASTOD
24.85
mAP· 2022-12-07
Adaptive Self-Training for Object Detection Code
#10MUMSOTA
24.84
mAP· 2021-11-22
MUM : Mix Image Tiles and UnMix Feature Tiles for Semi-Supervised Object Detection Code
#11Omni-DETR
23.2
mAP· 2022-03-30
Omni-DETR: Omni-Supervised Object Detection with Transformers Code
#12Instant TeachingSOTA
22.45
mAP· 2021-03-21
Instant-Teaching: An End-to-End Semi-Supervised Object Detection Framework Code
#13CSD
13.93
mAP
No paperCode