Method Details
Details for method 'Panoptic-DeepLab [Mapillary Vistas]'
Method overview
| name | Panoptic-DeepLab [Mapillary Vistas] |
| challenge | instance-level semantic labeling |
| details | We employ a stronger backbone, WR-41, in Panoptic-DeepLab. For Panoptic-DeepLab, please refer to https://arxiv.org/abs/1911.10194. For wide-ResNet-41 (WR-41) backbone, please refer to https://arxiv.org/abs/2005.10266. |
| publication | Panoptic-DeepLab: A Simple, Strong, and Fast Baseline for Bottom-Up Panoptic Segmentation Bowen Cheng, Maxwell D. Collins, Yukun Zhu, Ting Liu, Thomas S. Huang, Hartwig Adam, Liang-Chieh Chen https://arxiv.org/abs/1911.10194 |
| project page / code | |
| used Cityscapes data | fine annotations |
| used external data | ImageNet, Mapillary Vistas Research Edition. |
| runtime | n/a |
| subsampling | no |
| submission date | May, 2020 |
| previous submissions | 1, 2 |
Average results
| Metric | Value |
|---|---|
| AP | 40.6385 |
| AP50% | 66.4262 |
| AP100m | 55.5747 |
| AP50m | 57.0377 |
Class results
| Class | AP | AP50% | AP100m | AP50m |
|---|---|---|---|---|
| person | 37.8683 | 69.5398 | 56.5293 | 56.5924 |
| rider | 32.1804 | 68.786 | 46.2341 | 46.8677 |
| car | 58.3448 | 81.6957 | 78.5634 | 80.7267 |
| truck | 44.1817 | 56.2493 | 59.6405 | 63.079 |
| bus | 53.4974 | 69.236 | 72.7039 | 79.4761 |
| train | 39.4568 | 60.7667 | 50.2899 | 48.5729 |
| motorcycle | 34.3716 | 66.237 | 43.6478 | 44.1895 |
| bicycle | 25.2067 | 58.8993 | 36.9885 | 36.7972 |