Object Detection on MS-COCO 48/17 (GZSL)
51.3GZSD All AP50ViLD*
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ViLD*Architecture=Two-stage/Multi-stage, Detector category=Open-vocabulary2022.03 | 51.3 | — | 59.5 | 2,760 | |
| ViLDBackbone=RN50-FPN, Box generator=COCO Base (48)2022.06 | 51.3 | — | 59.5 | 27.6 | |
| MEDetBackbone=RN50-C4, Box generator=COCO Base (48)2022.06 | 48 | — | 53.5 | 32.6 | |
| RegionCLIPBackbone=RN50-C4, Box generator=LVIS (1203)2022.06 | 47.5 | — | 54.8 | 26.8 | |
| DeticBackbone=RN50-C4, Box generator=COCO Base (48)2022.06 | 46.2 | — | 52.4 | 29.1 | |
| HierKDArchitecture=One-stage, Detector category=Open-vocabulary2022.03 | 43.2 | 2,530 | 51.3 | 2,030 | |
| HierKDBackbone=RN50-C4, Box generator=COCO Base (48)2022.06 | 43.2 | — | 51.3 | 20.3 | |
| OVR-CNNBackbone=RN50-C4, Box generator=COCO Base (48)2022.06 | 39.9 | — | 46 | 22.8 | |
| Base-only (CLIP)2022.06 | 39.3 | — | 48.7 | 1.3 | |
| BA-RPN*Architecture=Two-stage/Multi-stage, Detector category=Zero-shot2022.03 | 35.6 | 1,140 | 46.5 | 483 | |
| OVR-CNNArchitecture=Two-stage/Multi-stage, Detector category=Open-vocabulary2022.03 | 34.3 | 1,670 | — | — | |
| BLCArchitecture=Two-stage/Multi-stage, Detector category=Zero-shot2022.03 | 32.3 | 990 | 42.1 | 450 | |
| PL*Architecture=One-stage, Detector category=Zero-shot2022.03 | 27.9 | 1,000 | 35.9 | 412 | |
| PLBackbone=RN50-FPN, Box generator=COCO Base (48)2022.06 | 27.9 | — | 35.9 | 4.1 | |
| ZSD-YOLO*Architecture=One-stage, Detector category=Zero-shot2022.03 | 27 | 1,340 | 31.7 | 1,360 | |
| SBArchitecture=Two-stage/Multi-stage, Detector category=Zero-shot2022.03 | 24.9 | 70 | 29.2 | 31 | |
| WSDDN2022.06 | 24.6 | — | 23.4 | 20.5 | |
| DESEArchitecture=Two-stage/Multi-stage, Detector category=Zero-shot2022.03 | 22.1 | 54 | 26.7 | 27 | |
| Cap2Det2022.06 | 20.1 | — | 20.1 | 20.3 | |
| LABArchitecture=Two-stage/Multi-stage, Detector category=Zero-shot2022.03 | 18 | 27 | 20.8 | 22 | |
| DELOArchitecture=One-stage, Detector category=Zero-shot2022.03 | 13 | 760 | 13.8 | 341 |