Object Detection on COCO (mAP and Size APs)
53.7mAPSenseNova-Vision
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SenseNova-Vision2026.07 | 53.7 | — | — | — | — | — | |
| OpenCLIP SO/14Params.=427M, Res.=378, Patches=7292026.05 | 47.7 | — | — | — | — | — | |
| Youtu-VL2026.07 | 47.1 | — | — | — | — | — | |
| ViT-DistillParams.=427M, Res.=378, Patches=7292026.05 | 45.8 | — | — | — | — | — | |
| C-GSPNParams.=365M, Res.=378, Patches=7292026.05 | 45 | — | — | — | — | — | |
| GFL-R101Model Role=Teacher2026.03 | 44.9 | 63.1 | 49 | 28 | 49.1 | 57.2 | |
| GSPNParams.=477M, Res.=378, Patches=7292026.05 | 44.3 | — | — | — | — | — | |
| LIAF-KDTeacher Backbone=GFL-R101, Student Backbone=GFL-R502026.03 | 42.4 | 60.4 | 46.1 | 24.7 | 45.9 | 55.5 | |
| LIAF-KD+MasKDTeacher Backbone=GFL-R101, Student Backbone=GFL-R502026.03 | 42.2 | 60.1 | 45.7 | 24.8 | 45.8 | 55.4 | |
| GIDTeacher Backbone=GFL-R101, Student Backbone=GFL-R502026.03 | 41.5 | 59.6 | 45.2 | 24.3 | 45.7 | 53.6 | |
| FGFITeacher Backbone=GFL-R101, Student Backbone=GFL-R502026.03 | 41.1 | 58.8 | 44.8 | 23.3 | 45.4 | 53.1 | |
| DeFeatTeacher Backbone=GFL-R101, Student Backbone=GFL-R502026.03 | 40.8 | 58.6 | 44.2 | 24.3 | 44.6 | 53.7 | |
| FitNetTeacher Backbone=GFL-R101, Student Backbone=GFL-R502026.03 | 40.7 | 58.6 | 44 | 23.7 | 44.4 | 53.2 | |
| MasKDTeacher Backbone=GFL-R101, Student Backbone=GFL-R502026.03 | 40.6 | 58.6 | 43.7 | 22.6 | 43.9 | 53.4 | |
| GFL-R50Model Role=Student2026.03 | 40.2 | 58.9 | 43.3 | 23.3 | 44 | 52.2 | |
| LIAF-KD+MasKDTeacher Backbone=RetinaNet-R101, Student Backbone=RetinaNet-R502026.03 | 39.9 | 58.9 | 42.7 | 21.8 | 44.2 | 53.9 | |
| MasKDTeacher Backbone=RetinaNet-R101, Student Backbone=RetinaNet-R502026.03 | 39.8 | 59 | 42.5 | 21.5 | 43.9 | 54 | |
| LIAF-KDTeacher Backbone=RetinaNet-R101, Student Backbone=RetinaNet-R502026.03 | 39.7 | 58.9 | 42.6 | 21.8 | 43.9 | 53.4 | |
| DeFeatTeacher Backbone=RetinaNet-R101, Student Backbone=RetinaNet-R502026.03 | 39.3 | 59.1 | 42.1 | 22.7 | 43.4 | 52.7 | |
| GIDTeacher Backbone=RetinaNet-R101, Student Backbone=RetinaNet-R502026.03 | 39.1 | 59 | 42.3 | 22.8 | 43.1 | 52.3 | |
| RetinaNet-R101Model Role=Teacher2026.03 | 38.9 | 58 | 41.5 | 21 | 42.8 | 52.4 | |
| FGFITeacher Backbone=RetinaNet-R101, Student Backbone=RetinaNet-R502026.03 | 38.6 | 58.7 | 41.3 | 21.4 | 42.5 | 51.5 | |
| RetinaNet-R50Model Role=Student2026.03 | 37.4 | 56.7 | 39.6 | 20 | 40.7 | 49.7 | |
| FitNetTeacher Backbone=RetinaNet-R101, Student Backbone=RetinaNet-R502026.03 | 37.4 | 57.1 | 40 | 20.8 | 40.8 | 50.9 |