Open Vocabulary Object Detection On Mscoco

Metrics

AP 0.5

Results

Performance results of various models on this benchmark

Model Name	AP 0.5	Paper Title	Repository
VL-PLM (RN50)	34.4	Exploiting Unlabeled Data with Vision and Language Models for Object Detection
CORA	41.7	CORA: Adapting CLIP for Open-Vocabulary Detection with Region Prompting and Anchor Pre-Matching
LP-OVOD	40.5	LP-OVOD: Open-Vocabulary Object Detection by Linear Probing
OV-DQUO(R50)	39.2	OV-DQUO: Open-Vocabulary DETR with Denoising Text Query Training and Open-World Unknown Objects Supervision
RALF	41.3	Retrieval-Augmented Open-Vocabulary Object Detection
OADP	30.0	Object-Aware Distillation Pyramid for Open-Vocabulary Object Detection
Cooperative Foundational Models	50.3	Enhancing Novel Object Detection via Cooperative Foundational Models
CFM-ViT	34.1	Contrastive Feature Masking Open-Vocabulary Vision Transformer	-
Detic	27.8	Detecting Twenty-thousand Classes using Image-level Supervision
OV-DQUO(RN50x4)	45.6	OV-DQUO: Open-Vocabulary DETR with Denoising Text Query Training and Open-World Unknown Objects Supervision
DE-ViT	50	Detect Everything with Few Examples
BARON	42.7	Aligning Bag of Regions for Open-Vocabulary Object Detection
Region-CLIP (RN50-C4)	31.4	RegionCLIP: Region-based Language-Image Pretraining
OADP (G-OVD)	35.6	Object-Aware Distillation Pyramid for Open-Vocabulary Object Detection
LocOv (RN50-C4)	28.6	Localized Vision-Language Matching for Open-vocabulary Object Detection
SIA-OVD (RN50)	35.5	SIA-OVD: Shape-Invariant Adapter for Bridging the Image-Region Gap in Open-Vocabulary Detection
Object-Centric-OVD	36.9	Bridging the Gap between Object and Image-level Representations for Open-Vocabulary Detection
DITO	46.1	Region-centric Image-Language Pretraining for Open-Vocabulary Detection	-
OV-DERT	29.4	Open-Vocabulary DETR with Conditional Matching
ViLD	27.6	Open-vocabulary Object Detection via Vision and Language Knowledge Distillation

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