Open Vocabulary Object Detection

Open-vocabulary detection (OVD) aims to generalize beyond the limited number of base classes labeled during the training phase. The goal is to detect novel classes defined by an unbounded (open) vocabulary at inference.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 11–20 of 145 papers

Title	Date	Tasks	Status	Hype	Score
Detecting Twenty-thousand Classes using Image-level Supervision	Jan 7, 2022	Cross-Domain Few-Shot Object Detectionimage-classification	CodeCode Available	3	5
Open Vocabulary Monocular 3D Object Detection	Nov 25, 2024	3D Object DetectionMonocular 3D Object Detection	CodeCode Available	2	5
PointCLIP V2: Prompting CLIP and GPT for Powerful 3D Open-world Learning	Nov 21, 2022	3D Classification3D Object Detection	CodeCode Available	2	5
OpenIns3D: Snap and Lookup for 3D Open-vocabulary Instance Segmentation	Sep 1, 2023	3D Open-Vocabulary Instance Segmentation3D Open-Vocabulary Object Detection	CodeCode Available	2	5
Open-Vocabulary DETR with Conditional Matching	Mar 22, 2022	Language Modellingobject-detection	CodeCode Available	2	5
CLIPSelf: Vision Transformer Distills Itself for Open-Vocabulary Dense Prediction	Oct 2, 2023	image-classificationImage Classification	CodeCode Available	2	5
LaMI-DETR: Open-Vocabulary Detection with Language Model Instruction	Jul 16, 2024	Language ModelingLanguage Modelling	CodeCode Available	2	5
Generative Region-Language Pretraining for Open-Ended Object Detection	Mar 15, 2024	Language ModelingLanguage Modelling	CodeCode Available	2	5
Detect Everything with Few Examples	Sep 22, 2023	Binary ClassificationCross-Domain Few-Shot Object Detection	CodeCode Available	2	5
Bridging the Gap between Object and Image-level Representations for Open-Vocabulary Detection	Jul 7, 2022	ObjectOpen Vocabulary Attribute Detection	CodeCode Available	2	5

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All datasets MSCOCO LVIS v1.0 Objects365 OpenImages-v4

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Cooperative Foundational Models	AP 0.5	50.3	—	Unverified
2	DE-ViT	AP 0.5	50	—	Unverified
3	Yolov8-nano	AP 0.5	47.2	—	Unverified
4	DITO	AP 0.5	46.1	—	Unverified
5	OV-DQUO(RN50x4)	AP 0.5	45.6	—	Unverified
6	LP-OVOD (OWL-ViT Proposals)	AP 0.5	44.9	—	Unverified
7	CLIPSelf	AP 0.5	44.3	—	Unverified
8	CORA+	AP 0.5	43.1	—	Unverified
9	BARON	AP 0.5	42.7	—	Unverified
10	SIA-OVD (RN50x4)	AP 0.5	41.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LaMI-DETR	AP novel-LVIS base training	43.4	—	Unverified
2	DITO	AP novel-LVIS base training	40.4	—	Unverified
3	OV-DQUO(ViT-L/14)	AP novel-LVIS base training	39.3	—	Unverified
4	CoDet (EVA02-L)	AP novel-LVIS base training	37	—	Unverified
5	CLIPSelf	AP novel-LVIS base training	34.9	—	Unverified
6	OVMR	AP novel-LVIS base training	34.4	—	Unverified
7	DE-ViT	AP novel-LVIS base training	34.3	—	Unverified
8	CFM-ViT	AP novel-LVIS base training	33.9	—	Unverified
9	CLIM (RN50x64)	AP novel-LVIS base training	32.3	—	Unverified
10	RO-ViT	AP novel-LVIS base training	32.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Object-Centric-OVD	mask AP50	22.3	—	Unverified
2	ViLD	mask AP50	18.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Object-Centric-OVD	mask AP50	42.9	—	Unverified
2	Detic	mask AP50	42.2	—	Unverified