Method Details
Details for method 'Mask R-CNN [COCO]'
Method overview
| name | Mask R-CNN [COCO] |
| challenge | instance-level semantic labeling |
| details | Mask R-CNN, ResNet-50-FPN, Cityscapes [fine-only] + COCO |
| publication | Mask R-CNN Kaiming He, Georgia Gkioxari, Piotr Dollár, Ross Girshick https://arxiv.org/abs/1703.06870 |
| project page / code | |
| used Cityscapes data | fine annotations |
| used external data | ImageNet, COCO |
| runtime | n/a |
| subsampling | no |
| submission date | April, 2017 |
| previous submissions |
Average results
| Metric | Value |
|---|---|
| AP | 31.9524 |
| AP50% | 58.1069 |
| AP100m | 45.7715 |
| AP50m | 49.4588 |
Class results
| Class | AP | AP50% | AP100m | AP50m |
|---|---|---|---|---|
| person | 34.8124 | 67.122 | 51.3493 | 51.5174 |
| rider | 27.0403 | 65.4177 | 39.3145 | 40.1224 |
| car | 49.0861 | 71.7749 | 67.8669 | 69.9337 |
| truck | 30.0647 | 42.3199 | 42.7946 | 49.2564 |
| bus | 40.9304 | 60.9831 | 58.7547 | 69.2178 |
| train | 30.9127 | 53.9183 | 46.8025 | 55.8835 |
| motorcycle | 24.104 | 54.2768 | 31.4373 | 31.8581 |
| bicycle | 18.6685 | 49.0426 | 27.8526 | 27.8809 |