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 21–30 of 145 papers

Title	Date	Tasks	Status	Hype	Score
Bridging the Gap between Object and Image-level Representations for Open-Vocabulary Detection	Jul 7, 2022	ObjectOpen Vocabulary Attribute Detection	CodeCode Available	2	5
Detect Everything with Few Examples	Sep 22, 2023	Binary ClassificationCross-Domain Few-Shot Object Detection	CodeCode Available	2	5
Cross-Domain Few-Shot Object Detection via Enhanced Open-Set Object Detector	Feb 5, 2024	Cross-Domain Few-ShotCross-Domain Few-Shot Object Detection	CodeCode Available	2	5
Is CLIP the main roadblock for fine-grained open-world perception?	Apr 4, 2024	Autonomous DrivingNovel Concepts	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
CORA: Adapting CLIP for Open-Vocabulary Detection with Region Prompting and Anchor Pre-Matching	Mar 23, 2023	Described Object Detectionobject-detection	CodeCode Available	1	5
DST-Det: Simple Dynamic Self-Training for Open-Vocabulary Object Detection	Oct 2, 2023	Novel Object DetectionObject	CodeCode Available	1	5
GroundVLP: Harnessing Zero-shot Visual Grounding from Vision-Language Pre-training and Open-Vocabulary Object Detection	Dec 22, 2023	Attributeobject-detection	CodeCode Available	1	5
Learning Object-Language Alignments for Open-Vocabulary Object Detection	Nov 27, 2022	Objectobject-detection	CodeCode Available	1	5
Comprehensive Multi-Modal Prototypes are Simple and Effective Classifiers for Vast-Vocabulary Object Detection	Dec 23, 2024	object-detectionObject Detection	CodeCode Available	1	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