Method Details
Details for method 'Panoptic-DeepLab [Mapillary Vistas]'
Method overview
| name | Panoptic-DeepLab [Mapillary Vistas] |
| challenge | panoptic 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 |
Average results
| Metric | All | Things | Stuff |
|---|---|---|---|
| PQ | 66.477 | 58.82 | 72.0458 |
| SQ | 83.509 | 81.0524 | 85.2956 |
| RQ | 78.8491 | 72.5046 | 83.4632 |
Class results
| Class | PQ | SQ | RQ |
|---|---|---|---|
| road | 98.6581 | 98.7232 | 99.9341 |
| sidewalk | 79.8022 | 86.6432 | 92.1043 |
| building | 90.0701 | 91.98 | 97.9236 |
| wall | 44.4291 | 79.7823 | 55.688 |
| fence | 46.7004 | 78.0795 | 59.8113 |
| pole | 68.8186 | 74.4253 | 92.4667 |
| traffic light | 59.8717 | 79.8638 | 74.9672 |
| traffic sign | 74.4994 | 83.1757 | 89.5687 |
| vegetation | 91.5944 | 92.3509 | 99.1809 |
| terrain | 47.4929 | 79.7943 | 59.5192 |
| sky | 90.5667 | 93.4336 | 96.9316 |
| person | 58.4592 | 78.1581 | 74.7961 |
| rider | 55.2847 | 74.2087 | 74.499 |
| car | 70.5909 | 85.3429 | 82.7144 |
| truck | 57.6905 | 87.6574 | 65.8135 |
| bus | 67.5217 | 88.5234 | 76.2755 |
| train | 57.3006 | 83.9403 | 68.2635 |
| motorcycle | 54.2332 | 77.4199 | 70.0508 |
| bicycle | 49.479 | 73.1681 | 67.6237 |