Object Detection on MS-COCO

Metric: mAP (higher is better)

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#	Model↕	mAP▼	Extra Data	Paper	Date↕	Code
1	UniFa	26	No	-	-	-
2	SeeDS	20.6	No	SeeDS: Semantic Separable Diffusion Synthesizer ...	2023-10-07	Code
3	ZSD-SCR	20.1	No	Resolving Semantic Confusions for Improved Zero-...	2022-12-12	Code
4	ZSD-RRFS	19.8	No	Robust Region Feature Synthesizer for Zero-Shot ...	2022-01-01	Code
5	ContrastZSD	18.6	No	Semantics-Guided Contrastive Network for Zero-Sh...	2021-09-04	-
6	SUZOD	17.3	No	Synthesizing the Unseen for Zero-shot Object Det...	2020-10-19	Code
7	GRAN	14.9	No	-	-	Code
8	BLC	14.7	No	Background Learnable Cascade for Zero-Shot Objec...	2020-10-09	Code
9	ZSD-Polarity Loss	12.62	No	Polarity Loss for Zero-shot Object Detection	2018-11-22	Code

#1UniFa
26
mAP
No paper
#2SeeDSSOTA
20.6
mAP· 2023-10-07
SeeDS: Semantic Separable Diffusion Synthesizer for Zero-shot Food Detection Code
#3ZSD-SCRSOTA
20.1
mAP· 2022-12-12
Resolving Semantic Confusions for Improved Zero-Shot Detection Code
#4ZSD-RRFSSOTA
19.8
mAP· 2022-01-01
Robust Region Feature Synthesizer for Zero-Shot Object Detection Code
#5ContrastZSDSOTA
18.6
mAP· 2021-09-04
Semantics-Guided Contrastive Network for Zero-Shot Object detection
#6SUZODSOTA
17.3
mAP· 2020-10-19
Synthesizing the Unseen for Zero-shot Object Detection Code
#7GRAN
14.9
mAP
No paperCode
#8BLCSOTA
14.7
mAP· 2020-10-09
Background Learnable Cascade for Zero-Shot Object Detection Code
#9ZSD-Polarity LossSOTA
12.62
mAP· 2018-11-22
Polarity Loss for Zero-shot Object Detection Code