2D Object Detection on COCO 5% labeled data

Metric: mAP (higher is better)

LeaderboardDataset

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#	Model↕	mAP▼	Augmentations	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

#1Semi-DETRSOTA
40.1
mAP· 2023-07-16
Semi-DETR: Semi-Supervised Object Detection with Detection Transformers Code
#2MixPL
40.1
mAP· 2023-12-12
Mixed Pseudo Labels for Semi-Supervised Object Detection Code
#3ARSLSOTA
34.45
mAP· 2023-03-27
Ambiguity-Resistant Semi-Supervised Learning for Dense Object Detection Code
#4Efficient TeacherSOTA
34.11
mAP· 2023-02-15
Efficient Teacher: Semi-Supervised Object Detection for YOLOv5 Code
#5MixTeacher-FRCNN
34.06
mAP· 2023-03-16
MixTeacher: Mining Promising Labels with Mixed Scale Teacher for Semi-Supervised Object Detection Code
#6MixTeacher-FCOS
33.42
mAP· 2023-03-16
MixTeacher: Mining Promising Labels with Mixed Scale Teacher for Semi-Supervised Object Detection Code
#7Dense TeacherSOTA
33.01
mAP· 2022-07-06
Dense Teacher: Dense Pseudo-Labels for Semi-supervised Object Detection Code
#8PseCoSOTA
32.5
mAP· 2022-03-30
PseCo: Pseudo Labeling and Consistency Training for Semi-Supervised Object Detection Code
#9Revisiting Class Imbalance
32.21
mAP· 2023-06-04
Revisiting Class Imbalance for End-to-end Semi-Supervised Object Detection
#10VC
32.05
mAP· 2022-07-07
Semi-supervised Object Detection via Virtual Category Learning Code
#11Soft Teacher + Swin-L(HTC++, multi-scale)SOTA
30.74
mAP· 2021-06-16
End-to-End Semi-Supervised Object Detection with Soft Teacher Code
#12SSOD with OCL and RUPL
30.66
mAP· 2022-12-06
Semi-Supervised Object Detection with Object-wise Contrastive Learning and Regression Uncertainty
#13ASTOD
30.43
mAP· 2022-12-07
Adaptive Self-Training for Object Detection Code
#14Omni-DETR
30.2
mAP· 2022-03-30
Omni-DETR: Omni-Supervised Object Detection with Transformers Code
#15MUM
28.52
mAP· 2021-11-22
MUM : Mix Image Tiles and UnMix Feature Tiles for Semi-Supervised Object Detection Code
#16Instant TeachingSOTA
26.75
mAP· 2021-03-21
Instant-Teaching: An End-to-End Semi-Supervised Object Detection Framework Code