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 71–80 of 145 papers

Title	Date	Tasks	Status	Hype
Understanding and Mitigating Overfitting in Prompt Tuning for Vision-Language Models	Nov 4, 2022	object-detectionObject Detection	CodeCode Available	1
Exploiting Unlabeled Data with Vision and Language Models for Object Detection	Jul 18, 2022	Objectobject-detection	CodeCode Available	1
Open Vocabulary Object Detection with Proposal Mining and Prediction Equalization	Jun 22, 2022	Causal Inferenceobject-detection	CodeCode Available	1
Localized Vision-Language Matching for Open-vocabulary Object Detection	May 12, 2022	Language ModelingLanguage Modelling	CodeCode Available	1
Learning to Prompt for Open-Vocabulary Object Detection with Vision-Language Model	Mar 28, 2022	image-classificationImage Classification	CodeCode Available	1
Open-Vocabulary One-Stage Detection with Hierarchical Visual-Language Knowledge Distillation	Mar 20, 2022	Knowledge DistillationLanguage Modelling	CodeCode Available	1
RegionCLIP: Region-based Language-Image Pretraining	Dec 16, 2021	image-classificationImage Classification	CodeCode Available	1
PointCLIP: Point Cloud Understanding by CLIP	Dec 4, 2021	3D Open-Vocabulary Instance SegmentationFew-Shot Learning	CodeCode Available	1
Open Vocabulary Object Detection with Pseudo Bounding-Box Labels	Nov 18, 2021	Objectobject-detection	CodeCode Available	1
Open-vocabulary Object Detection via Vision and Language Knowledge Distillation	Apr 28, 2021	image-classificationImage Classification	CodeCode Available	1

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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