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SotA/Methodology/3D/MSCOCO

3D on MSCOCO

Metric: AP 0.5 (higher is better)

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#Model↕AP 0.5▼AugmentationsPaperDate↕Code
1Cooperative Foundational Models50.3NoEnhancing Novel Object Detection via Cooperative...2023-11-19Code
2DE-ViT50NoDetect Everything with Few Examples2023-09-22Code
3Yolov8-nano47.2YesYOLOv8-Based Visual Detection of Road Hazards: P...2023-10-31-
4DITO46.1NoRegion-centric Image-Language Pretraining for Op...2023-09-29Code
5OV-DQUO(RN50x4)45.6NoOV-DQUO: Open-Vocabulary DETR with Denoising Tex...2024-05-28Code
6LP-OVOD (OWL-ViT Proposals)44.9NoLP-OVOD: Open-Vocabulary Object Detection by Lin...2023-10-26Code
7CLIPSelf44.3NoCLIPSelf: Vision Transformer Distills Itself for...2023-10-02Code
8CORA+43.1NoCORA: Adapting CLIP for Open-Vocabulary Detectio...2023-03-23Code
9BARON42.7NoAligning Bag of Regions for Open-Vocabulary Obje...2023-02-27Code
10SIA-OVD (RN50x4)41.9NoSIA-OVD: Shape-Invariant Adapter for Bridging th...2024-10-08Code
11CORA41.7NoCORA: Adapting CLIP for Open-Vocabulary Detectio...2023-03-23Code
12RALF41.3NoRetrieval-Augmented Open-Vocabulary Object Detec...2024-04-08Code
13LP-OVOD40.5NoLP-OVOD: Open-Vocabulary Object Detection by Lin...2023-10-26Code
14Region-CLIP (RN50x4-C4)39.3YesRegionCLIP: Region-based Language-Image Pretrain...2021-12-16Code
15OV-DQUO(R50)39.2NoOV-DQUO: Open-Vocabulary DETR with Denoising Tex...2024-05-28Code
16Object-Centric-OVD36.9NoBridging the Gap between Object and Image-level ...2022-07-07Code
17CLIM (RN50)36.9NoCLIM: Contrastive Language-Image Mosaic for Regi...2023-12-18Code
18OADP (G-OVD)35.6NoObject-Aware Distillation Pyramid for Open-Vocab...2023-03-10Code
19SIA-OVD (RN50)35.5NoSIA-OVD: Shape-Invariant Adapter for Bridging th...2024-10-08Code
20VL-PLM (RN50)34.4NoExploiting Unlabeled Data with Vision and Langua...2022-07-18Code
21CFM-ViT34.1NoContrastive Feature Masking Open-Vocabulary Visi...2023-09-02-
22MEDet (RN50)32.6NoOpen Vocabulary Object Detection with Proposal M...2022-06-22Code
23Region-CLIP (RN50-C4)31.4YesRegionCLIP: Region-based Language-Image Pretrain...2021-12-16Code
24OVAD-Baseline30NoOpen-vocabulary Attribute Detection2022-11-23Code
25OADP30NoObject-Aware Distillation Pyramid for Open-Vocab...2023-03-10Code
26OV-DERT29.4NoOpen-Vocabulary DETR with Conditional Matching2022-03-22Code
27LocOv (RN50-C4)28.6NoLocalized Vision-Language Matching for Open-voca...2022-05-12Code
28Detic27.8NoDetecting Twenty-thousand Classes using Image-le...2022-01-07Code
29ViLD27.6YesOpen-vocabulary Object Detection via Vision and ...2021-04-28Code
30OVR-CNN22.8NoOpen-Vocabulary Object Detection Using Captions2020-11-20Code
31HierKD20.3NoOpen-Vocabulary One-Stage Detection with Hierarc...2022-03-20Code
32Yolov80.5NoYOLOv8-AM: YOLOv8 Based on Effective Attention M...2024-02-14Code