SOTAVerified

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

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Showing 51–100 of 145 papers

TitleStatusHype
Open-Vocabulary X-ray Prohibited Item Detection via Fine-tuning CLIP—0
Enhanced Object Detection: A Study on Vast Vocabulary Object Detection Track for V3Det Challenge 2024—0
OVMR: Open-Vocabulary Recognition with Multi-Modal ReferencesCode1
Learning Background Prompts to Discover Implicit Knowledge for Open Vocabulary Object Detection—0
RTGen: Generating Region-Text Pairs for Open-Vocabulary Object DetectionCode1
OV-DQUO: Open-Vocabulary DETR with Denoising Text Query Training and Open-World Unknown Objects SupervisionCode1
SHiNe: Semantic Hierarchy Nexus for Open-vocabulary Object DetectionCode2
Open-Vocabulary Object Detection via Neighboring Region Attention Alignment—0
The devil is in the object boundary: towards annotation-free instance segmentation using Foundation ModelsCode1
Watch Your Step: Optimal Retrieval for Continual Learning at Scale—0
DetCLIPv3: Towards Versatile Generative Open-vocabulary Object Detection—0
Training-free Boost for Open-Vocabulary Object Detection with Confidence AggregationCode1
Retrieval-Augmented Open-Vocabulary Object DetectionCode1
Is CLIP the main roadblock for fine-grained open-world perception?Code2
Open-Vocabulary Object Detectors: Robustness Challenges under Distribution Shifts—0
VisionGPT: LLM-Assisted Real-Time Anomaly Detection for Safe Visual NavigationCode1
Generative Region-Language Pretraining for Open-Ended Object DetectionCode2
Open-Vocabulary Object Detection with Meta Prompt Representation and Instance Contrastive Optimization—0
Real-time Transformer-based Open-Vocabulary Detection with Efficient Fusion HeadCode5
YOLOv8-AM: YOLOv8 Based on Effective Attention Mechanisms for Pediatric Wrist Fracture DetectionCode2
LLMs Meet VLMs: Boost Open Vocabulary Object Detection with Fine-grained Descriptors—0
Cross-Domain Few-Shot Object Detection via Enhanced Open-Set Object DetectorCode2
YOLO-World: Real-Time Open-Vocabulary Object DetectionCode9
LCV2: An Efficient Pretraining-Free Framework for Grounded Visual Question Answering—0
Scene-adaptive and Region-aware Multi-modal Prompt for Open Vocabulary Object Detection—0
Exploring Region-Word Alignment in Built-in Detector for Open-Vocabulary Object Detection—0
Generating Enhanced Negatives for Training Language-Based Object DetectorsCode0
GroundVLP: Harnessing Zero-shot Visual Grounding from Vision-Language Pre-training and Open-Vocabulary Object DetectionCode1
Weakly Supervised Open-Vocabulary Object Detection—0
CLIM: Contrastive Language-Image Mosaic for Region RepresentationCode1
Simple Image-level Classification Improves Open-vocabulary Object DetectionCode1
ProxyDet: Synthesizing Proxy Novel Classes via Classwise Mixup for Open-Vocabulary Object DetectionCode1
Learning Pseudo-Labeler beyond Noun Concepts for Open-Vocabulary Object Detection—0
The devil is in the fine-grained details: Evaluating open-vocabulary object detectors for fine-grained understandingCode1
Toward Open Vocabulary Aerial Object Detection with CLIP-Activated Student-Teacher LearningCode1
Enhancing Novel Object Detection via Cooperative Foundational ModelsCode1
Expanding Scene Graph Boundaries: Fully Open-vocabulary Scene Graph Generation via Visual-Concept Alignment and RetentionCode1
Meta-Adapter: An Online Few-shot Learner for Vision-Language ModelCode1
Spuriosity Rankings for Free: A Simple Framework for Last Layer Retraining Based on Object Detection—0
YOLOv8-Based Visual Detection of Road Hazards: Potholes, Sewer Covers, and Manholes—0
LP-OVOD: Open-Vocabulary Object Detection by Linear ProbingCode1
CoDet: Co-Occurrence Guided Region-Word Alignment for Open-Vocabulary Object DetectionCode1
OV-VG: A Benchmark for Open-Vocabulary Visual GroundingCode1
CLIPSelf: Vision Transformer Distills Itself for Open-Vocabulary Dense PredictionCode2
DST-Det: Simple Dynamic Self-Training for Open-Vocabulary Object DetectionCode1
Region-centric Image-Language Pretraining for Open-Vocabulary DetectionCode0
MoCaE: Mixture of Calibrated Experts Significantly Improves Object DetectionCode1
Detect Everything with Few ExamplesCode2
EdaDet: Open-Vocabulary Object Detection Using Early Dense Alignment—0
Contrastive Feature Masking Open-Vocabulary Vision Transformer—0
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All datasetsMSCOCOLVIS v1.0Objects365OpenImages-v4

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Cooperative Foundational ModelsAP 0.550.3—Unverified
2DE-ViTAP 0.550—Unverified
3Yolov8-nanoAP 0.547.2—Unverified
4DITOAP 0.546.1—Unverified
5OV-DQUO(RN50x4)AP 0.545.6—Unverified
6LP-OVOD (OWL-ViT Proposals)AP 0.544.9—Unverified
7CLIPSelfAP 0.544.3—Unverified
8CORA+AP 0.543.1—Unverified
9BARONAP 0.542.7—Unverified
10SIA-OVD (RN50x4)AP 0.541.9—Unverified
#ModelMetricClaimedVerifiedStatus
1LaMI-DETRAP novel-LVIS base training43.4—Unverified
2DITOAP novel-LVIS base training40.4—Unverified
3OV-DQUO(ViT-L/14)AP novel-LVIS base training39.3—Unverified
4CoDet (EVA02-L)AP novel-LVIS base training37—Unverified
5CLIPSelfAP novel-LVIS base training34.9—Unverified
6OVMRAP novel-LVIS base training34.4—Unverified
7DE-ViTAP novel-LVIS base training34.3—Unverified
8CFM-ViTAP novel-LVIS base training33.9—Unverified
9CLIM (RN50x64)AP novel-LVIS base training32.3—Unverified
10RO-ViTAP novel-LVIS base training32.1—Unverified
#ModelMetricClaimedVerifiedStatus
1Object-Centric-OVDmask AP5022.3—Unverified
2ViLDmask AP5018.2—Unverified
#ModelMetricClaimedVerifiedStatus
1Object-Centric-OVDmask AP5042.9—Unverified
2Deticmask AP5042.2—Unverified