Object Detection on ODinW 13 datasets (zero-shot)
53.4Average mAP (zero-shot)GLEE-Pro-Scale
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GLEE-Pro-ScaleZero-shot=true, Variant=Pro, Scaled=true2023.12 | 53.4 | 69.1 | 13.7 | 34.7 | 75.6 | 38.9 | 57.8 | 50.6 | 65.6 | 62.7 | 67.3 | 69 | 30.7 | 59.1 | |
| GLIP-LZero-shot=true, Variant=Large2023.12 | 52.1 | 61.7 | 7.1 | 26.9 | 75 | 45.5 | 49 | 62.8 | 63.3 | 68.9 | 57.3 | 68.6 | 25.7 | 66 | |
| GLEE-Plus-ScaleZero-shot=true, Variant=Plus, Scaled=true2023.12 | 51.2 | 67.5 | 12.1 | 39.7 | 75.8 | 50.3 | 41.1 | 42.4 | 66.4 | 64 | 62.8 | 61.8 | 17.5 | 63.8 | |
| GLEE-ProZero-shot=true, Variant=Pro2023.12 | 50.5 | 68.9 | 16.5 | 37.6 | 77.2 | 23.3 | 40.1 | 44.7 | 68.2 | 66.2 | 66.1 | 63.2 | 18.1 | 65.8 | |
| GLEE-PlusZero-shot=true, Variant=Plus2023.12 | 48.3 | 67.8 | 10.8 | 38.3 | 76.1 | 47.4 | 19.2 | 29.4 | 63.8 | 66.7 | 63.8 | 62.6 | 15.3 | 66.5 | |
| UniDetector#Data=173k, Training Datasets=subset of COCO, Objects365, OpenImages, Zero-shot evaluation=true2023.03 | 47.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GLIP-TZero-shot=true, Variant=Tiny2023.12 | 46.5 | 56.2 | 12.5 | 18.4 | 70.2 | 50 | 73.8 | 72.3 | 57.8 | 26.3 | 56 | 49.6 | 17.7 | 44.1 | |
| GLIP-T#Data=5.46M, Training Datasets=Objects365, GoldG, Cap4M, Zero-shot evaluation=true2023.03 | 46.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GLEE-Lite-ScaleZero-shot=true, Variant=Lite, Scaled=true2023.12 | 44.4 | 61.2 | 5 | 23.9 | 71.9 | 46.2 | 57.8 | 25.6 | 56.8 | 33.1 | 60.6 | 57.1 | 25.3 | 52.5 | |
| GLIP-T (C)#Data=1.46M, Training Datasets=Objects365, GoldG, Zero-shot evaluation=true2023.03 | 44.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GLEE-LiteZero-shot=true, Variant=Lite2023.12 | 43.2 | 61.7 | 7.9 | 23.2 | 72.6 | 41.9 | 51.6 | 32.9 | 51.1 | 35 | 59.4 | 45.6 | 21.8 | 56.9 | |
| GLIP-T (B)#Data=0.66M, Training Datasets=Objects365, Zero-shot evaluation=true2023.03 | 33.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GLIP-T (A)#Data=0.66M, Training Datasets=Objects365, Zero-shot evaluation=true2023.03 | 28.8 | — | — | — | — | — | — | — | — | — | — | — | — | — |