Object Detection on COCO-OVD (test)
41.9AP50 (Novel)SIA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SIABackbone=RN50x4, Pretrained Model=CLIP (RN50x4), Require Novel Class=No2024.10 | 41.9 | 48.8 | 40.5 | |
| CORABackbone=RN50x4, Pretrained Model=CLIP (RN50x4), Require Novel Class=No2024.10 | 41.7 | 44.5 | 43.8 | |
| RegionCLIPBackbone=RN50x4, Extra Dataset=CC3M, Pretrained Model=CLIP (RN50x4), Require Novel Class=No2024.10 | 39.3 | 61.6 | 55.7 | |
| SIABackbone=RN50, Pretrained Model=CLIP (RN50), Require Novel Class=No2024.10 | 35.5 | 40.3 | 39.3 | |
| CORABackbone=RN50, Pretrained Model=CLIP (RN50), Require Novel Class=No2024.10 | 35.1 | 35.5 | 35.4 | |
| VL-PLMBackbone=RN50, Pretrained Model=CLIP (RN50), Require Novel Class=Yes2024.10 | 34.4 | 60.2 | 53.5 | |
| BARONBackbone=RN50, Pretrained Model=CLIP (RN50), Require Novel Class=No2024.10 | 34 | 60.4 | 53.5 | |
| RegionCLIPBackbone=RN50, Extra Dataset=CC3M, Pretrained Model=CLIP (RN50), Require Novel Class=No2024.10 | 31.4 | 57.1 | 50.4 | |
| ProxyDetBackbone=RN50x4, Extra Dataset=COCO Captions, Require Novel Class=No2024.10 | 30.4 | 52.6 | 46.8 | |
| F-VLMBackbone=RN50, Pretrained Model=CLIP (RN50), Require Novel Class=No2024.10 | 28 | — | 39.6 | |
| DeticBackbone=RN50, Extra Dataset=COCO-Captions, Pretrained Model=CLIP (Text Encoder), Require Novel Class=No2024.10 | 27.8 | 47.1 | 45 | |
| PromptDetBackbone=RN50, Extra Dataset=LAION-400M, Pretrained Model=CLIP (Text Encoder), Require Novel Class=Yes2024.10 | 26.6 | — | 50.6 | |
| OVR-CNNBackbone=RN50, Pretrained Model=BERT-base, Require Novel Class=No2024.10 | 22.8 | 46 | 39.9 |