Semi-Supervised Object Detection on COCO 100% labeled data

Metric: mAP (higher is better)

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#	Model↕	mAP▼	Extra Data	Paper	Date↕	Code
1	MixPL	55.2	Yes	Mixed Pseudo Labels for Semi-Supervised Object D...	2023-12-12	Code
2	Semi-DETR	50.5	Yes	Semi-DETR: Semi-Supervised Object Detection with...	2023-07-16	Code
3	Consistent-Teacher	48.2	Yes	Consistent-Teacher: Towards Reducing Inconsisten...	2022-09-04	Code
4	Dense Teacher	46.2	No	Dense Teacher: Dense Pseudo-Labels for Semi-supe...	2022-07-06	Code
5	PseCo	46.1	No	PseCo: Pseudo Labeling and Consistency Training ...	2022-03-30	Code
6	Soft Teacher	44.9	Yes	End-to-End Semi-Supervised Object Detection with...	2021-06-16	Code
7	Revisiting Class Imbalance	44	No	Revisiting Class Imbalance for End-to-end Semi-S...	2023-06-04	-
8	RPL	43.3	Yes	Rethinking Pseudo Labels for Semi-Supervised Obj...	2021-06-01	-
9	Adaptive Class-Rebalancing	42.79	Yes	Semi-Supervised Object Detection with Adaptive C...	2021-07-11	-
10	MUM	42.11	No	MUM : Mix Image Tiles and UnMix Feature Tiles fo...	2021-11-22	Code
11	UNBIASED TEACHER	41.3	Yes	Unbiased Teacher for Semi-Supervised Object Dete...	2021-02-18	Code
12	Instant-Teaching	40.2	Yes	Instant-Teaching: An End-to-End Semi-Supervised ...	2021-03-21	Code
13	STAC	39.2	Yes	A Simple Semi-Supervised Learning Framework for ...	2020-05-10	Code

#1MixPLSOTA
55.2
mAP· Extra Data· 2023-12-12
Mixed Pseudo Labels for Semi-Supervised Object Detection Code
#2Semi-DETRSOTA
50.5
mAP· Extra Data· 2023-07-16
Semi-DETR: Semi-Supervised Object Detection with Detection Transformers Code
#3Consistent-TeacherSOTA
48.2
mAP· Extra Data· 2022-09-04
Consistent-Teacher: Towards Reducing Inconsistent Pseudo-targets in Semi-supervised Object Detection Code
#4Dense TeacherSOTA
46.2
mAP· 2022-07-06
Dense Teacher: Dense Pseudo-Labels for Semi-supervised Object Detection Code
#5PseCoSOTA
46.1
mAP· 2022-03-30
PseCo: Pseudo Labeling and Consistency Training for Semi-Supervised Object Detection Code
#6Soft TeacherSOTA
44.9
mAP· Extra Data· 2021-06-16
End-to-End Semi-Supervised Object Detection with Soft Teacher Code
#7Revisiting Class Imbalance
44
mAP· 2023-06-04
Revisiting Class Imbalance for End-to-end Semi-Supervised Object Detection
#8RPLSOTA
43.3
mAP· Extra Data· 2021-06-01
Rethinking Pseudo Labels for Semi-Supervised Object Detection
#9Adaptive Class-Rebalancing
42.79
mAP· Extra Data· 2021-07-11
Semi-Supervised Object Detection with Adaptive Class-Rebalancing Self-Training
#10MUM
42.11
mAP· 2021-11-22
MUM : Mix Image Tiles and UnMix Feature Tiles for Semi-Supervised Object Detection Code
#11UNBIASED TEACHERSOTA
41.3
mAP· Extra Data· 2021-02-18
Unbiased Teacher for Semi-Supervised Object Detection Code
#12Instant-Teaching
40.2
mAP· Extra Data· 2021-03-21
Instant-Teaching: An End-to-End Semi-Supervised Object Detection Framework Code
#13STACSOTA
39.2
mAP· Extra Data· 2020-05-10
A Simple Semi-Supervised Learning Framework for Object Detection Code