2D Object Detection on LVIS v1.0 val

Metric: Novel mAP (higher is better)

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#	Model↕	Novel mAP▼	Augmentations	Paper	Date↕	Code
1	Cooperative Foundational Models	17.42	No	Enhancing Novel Object Detection via Cooperative...	2023-11-19	Code
2	RNCDL	5.42	No	Learning to Discover and Detect Objects	2022-10-19	Code
3	UNO Fini et al. (2021)++	0.61	No	A Unified Objective for Novel Class Discovery	2021-08-19	Code
4	ORCA Cao et al. (2022)	0.49	No	Open-World Semi-Supervised Learning	2021-02-06	Code
5	Weng et al. Weng et al. (2021)*	0.27	No	Unsupervised Discovery of the Long-Tail in Insta...	2021-04-02	-

#1Cooperative Foundational ModelsSOTA
17.42
Novel mAP· 2023-11-19
Enhancing Novel Object Detection via Cooperative Foundational Models Code
#2RNCDLSOTA
5.42
Novel mAP· 2022-10-19
Learning to Discover and Detect Objects Code
#3UNO Fini et al. (2021)++SOTA
0.61
Novel mAP· 2021-08-19
A Unified Objective for Novel Class Discovery Code
#4ORCA Cao et al. (2022)SOTA
0.49
Novel mAP· 2021-02-06
Open-World Semi-Supervised Learning Code
#5Weng et al. Weng et al. (2021)*
0.27
Novel mAP· 2021-04-02
Unsupervised Discovery of the Long-Tail in Instance Segmentation Using Hierarchical Self-Supervision