Metric: PQ (higher is better)
| # | Model↕ | PQ▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | OneFormer (ConvNeXt-L, single-scale, Mapillary Vistas-Pretrained) | 68 | Yes | OneFormer: One Transformer to Rule Universal Ima... | 2022-11-10 | Code |
| 2 | Panoptic-DeepLab (SWideRNet [1, 1, 4.5], Mapillary, multi-scale) | 67.8 | Yes | Scaling Wide Residual Networks for Panoptic Segm... | 2020-11-23 | - |
| 3 | EfficientPS | 67.1 | Yes | EfficientPS: Efficient Panoptic Segmentation | 2020-04-05 | Code |
| 4 | Axial-DeepLab-XL (Mapillary Vistas, multi-scale) | 66.6 | Yes | Axial-DeepLab: Stand-Alone Axial-Attention for P... | 2020-03-17 | Code |
| 5 | kMaX-DeepLab (single-scale) | 66.2 | No | kMaX-DeepLab: k-means Mask Transformer | 2022-07-08 | Code |
| 6 | Panoptic-Deeplab | 65.5 | Yes | Panoptic-DeepLab: A Simple, Strong, and Fast Bas... | 2019-11-22 | Code |
| 7 | EfficientPS (Cityscapes-fine) | 62.9 | No | EfficientPS: Efficient Panoptic Segmentation | 2020-04-05 | Code |
| 8 | SOGNet (ResNet-50) | 60 | No | SOGNet: Scene Overlap Graph Network for Panoptic... | 2019-11-18 | Code |
| 9 | COPS (ResNet-50) | 60 | No | Combinatorial Optimization for Panoptic Segmenta... | 2021-06-06 | Code |
| 10 | Dynamically Instantiated Network | 55.4 | No | Pixelwise Instance Segmentation with a Dynamical... | 2017-04-07 | Code |