Knowledge Distillation on COCO (Common Objects in Context)
| Rank | Model | box AP | mask AP | mAP | Paper | Code | Year |
|---|---|---|---|---|---|---|---|
| 1 | ADLIK-Faster (T: Faster R-CNN vit-base S: Faster R-CNN deit-small) | 47.6 | – | – | Focal and Global Knowledge Distillation for Detectors | yzd-v/FGD | 2021 |
| 2 | ADLIK-Mask (T: Mask R-CNN vit-base S: Mask R-CNN deit-small) | – | 42.4 | – | Focal and Global Knowledge Distillation for Detectors | yzd-v/FGD | 2021 |
| 3 | LSHFM (T: ResNet101 S: ResNet50) | – | – | 77.16 | Distilling Knowledge by Mimicking Features | DoctorKey/LSHFM.singleclassification · DoctorKey/LSHFM.detection · DoctorKey/LSHFM.multiclassification | 2020 |
| 4 | LSHFM (T: ResNet101 S: MobileNetV2) | – | – | 73.73 | Distilling Knowledge by Mimicking Features | DoctorKey/LSHFM.singleclassification · DoctorKey/LSHFM.detection · DoctorKey/LSHFM.multiclassification | 2020 |