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 81–90 of 145 papers

Title	Date	Tasks	Status	Hype	Score
Meta-Adapter: An Online Few-shot Learner for Vision-Language Model	Nov 7, 2023	Few-Shot Learningimage-classification	CodeCode Available	1	5
A Lightweight Modular Framework for Low-Cost Open-Vocabulary Object Detection Training	Aug 20, 2024	Autonomous VehiclesComputational Efficiency	CodeCode Available	0	5
F-VLM: Open-Vocabulary Object Detection upon Frozen Vision and Language Models	Sep 30, 2022	Knowledge Distillationobject-detection	CodeCode Available	0	5
Cyclic Contrastive Knowledge Transfer for Open-Vocabulary Object Detection	Mar 14, 2025	object-detectionObject Detection	CodeCode Available	0	5
LED: LLM Enhanced Open-Vocabulary Object Detection without Human Curated Data Generation	Mar 18, 2025	DecoderObject	CodeCode Available	0	5
Scaling Open-Vocabulary Object Detection	Jun 16, 2023	image-classificationImage Classification	CodeCode Available	0	5
Generating Enhanced Negatives for Training Language-Based Object Detectors	Dec 29, 2023	Objectobject-detection	CodeCode Available	0	5
Region-centric Image-Language Pretraining for Open-Vocabulary Detection	Sep 29, 2023	Contrastive LearningObject	CodeCode Available	0	5
MaMMUT: A Simple Architecture for Joint Learning for MultiModal Tasks	Mar 29, 2023	Cross-Modal RetrievalDecoder	CodeCode Available	0	5
Unconstrained Open Vocabulary Image Classification: Zero-Shot Transfer from Text to Image via CLIP Inversion	Jul 15, 2024	image-classificationImage Classification	CodeCode Available	0	5

Show:10 25 50

← PrevPage 9 of 15Next →

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