2D Object Detection on MSCOCO

Metric: AP 0.5 (higher is better)

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#	Model↕	AP 0.5▼	Augmentations	Paper	Date↕	Code
1	Cooperative Foundational Models	50.3	No	Enhancing Novel Object Detection via Cooperative...	2023-11-19	Code
2	DE-ViT	50	No	Detect Everything with Few Examples	2023-09-22	Code
3	Yolov8-nano	47.2	Yes	YOLOv8-Based Visual Detection of Road Hazards: P...	2023-10-31	-
4	DITO	46.1	No	Region-centric Image-Language Pretraining for Op...	2023-09-29	Code
5	OV-DQUO(RN50x4)	45.6	No	OV-DQUO: Open-Vocabulary DETR with Denoising Tex...	2024-05-28	Code
6	LP-OVOD (OWL-ViT Proposals)	44.9	No	LP-OVOD: Open-Vocabulary Object Detection by Lin...	2023-10-26	Code
7	CLIPSelf	44.3	No	CLIPSelf: Vision Transformer Distills Itself for...	2023-10-02	Code
8	CORA+	43.1	No	CORA: Adapting CLIP for Open-Vocabulary Detectio...	2023-03-23	Code
9	BARON	42.7	No	Aligning Bag of Regions for Open-Vocabulary Obje...	2023-02-27	Code
10	SIA-OVD (RN50x4)	41.9	No	SIA-OVD: Shape-Invariant Adapter for Bridging th...	2024-10-08	Code
11	CORA	41.7	No	CORA: Adapting CLIP for Open-Vocabulary Detectio...	2023-03-23	Code
12	RALF	41.3	No	Retrieval-Augmented Open-Vocabulary Object Detec...	2024-04-08	Code
13	LP-OVOD	40.5	No	LP-OVOD: Open-Vocabulary Object Detection by Lin...	2023-10-26	Code
14	Region-CLIP (RN50x4-C4)	39.3	Yes	RegionCLIP: Region-based Language-Image Pretrain...	2021-12-16	Code
15	OV-DQUO(R50)	39.2	No	OV-DQUO: Open-Vocabulary DETR with Denoising Tex...	2024-05-28	Code
16	Object-Centric-OVD	36.9	No	Bridging the Gap between Object and Image-level ...	2022-07-07	Code
17	CLIM (RN50)	36.9	No	CLIM: Contrastive Language-Image Mosaic for Regi...	2023-12-18	Code
18	OADP (G-OVD)	35.6	No	Object-Aware Distillation Pyramid for Open-Vocab...	2023-03-10	Code
19	SIA-OVD (RN50)	35.5	No	SIA-OVD: Shape-Invariant Adapter for Bridging th...	2024-10-08	Code
20	VL-PLM (RN50)	34.4	No	Exploiting Unlabeled Data with Vision and Langua...	2022-07-18	Code
21	CFM-ViT	34.1	No	Contrastive Feature Masking Open-Vocabulary Visi...	2023-09-02	-
22	MEDet (RN50)	32.6	No	Open Vocabulary Object Detection with Proposal M...	2022-06-22	Code
23	Region-CLIP (RN50-C4)	31.4	Yes	RegionCLIP: Region-based Language-Image Pretrain...	2021-12-16	Code
24	OVAD-Baseline	30	No	Open-vocabulary Attribute Detection	2022-11-23	Code
25	OADP	30	No	Object-Aware Distillation Pyramid for Open-Vocab...	2023-03-10	Code
26	OV-DERT	29.4	No	Open-Vocabulary DETR with Conditional Matching	2022-03-22	Code
27	LocOv (RN50-C4)	28.6	No	Localized Vision-Language Matching for Open-voca...	2022-05-12	Code
28	Detic	27.8	No	Detecting Twenty-thousand Classes using Image-le...	2022-01-07	Code
29	ViLD	27.6	Yes	Open-vocabulary Object Detection via Vision and ...	2021-04-28	Code
30	OVR-CNN	22.8	No	Open-Vocabulary Object Detection Using Captions	2020-11-20	Code
31	HierKD	20.3	No	Open-Vocabulary One-Stage Detection with Hierarc...	2022-03-20	Code
32	Yolov8	0.5	No	YOLOv8-AM: YOLOv8 Based on Effective Attention M...	2024-02-14	Code