| 1 | Mask DINO (single scale) | 59.5 | No | Mask DINO: Towards A Unified Transformer-based F... | 2022-06-06 | Code |
| 2 | kMaX-DeepLab (single-scale) | 58.5 | No | kMaX-DeepLab: k-means Mask Transformer | 2022-07-08 | Code |
| 3 | Mask2Former (Swin-L) | 58.3 | No | Masked-attention Mask Transformer for Universal ... | 2021-12-02 | Code |
| 4 | Panoptic SegFormer (Swin-L) | 56.2 | No | Panoptic SegFormer: Delving Deeper into Panoptic... | 2021-09-08 | Code |
| 5 | Panoptic SegFormer (PVTv2-B5) | 55.8 | No | Panoptic SegFormer: Delving Deeper into Panoptic... | 2021-09-08 | Code |
| 6 | CMT-DeepLab (single-scale) | 55.7 | No | CMT-DeepLab: Clustering Mask Transformers for Pa... | 2022-06-17 | Code |
| 7 | K-Net (Swin-L) | 55.2 | No | K-Net: Towards Unified Image Segmentation | 2021-06-28 | Code |
| 8 | MaskConver (ResNet50, single-scale) | 53.6 | No | MaskConver: Revisiting Pure Convolution Model fo... | 2023-12-11 | Code |
| 9 | MaskFormer (Swin-L) | 53.3 | No | Per-Pixel Classification is Not All You Need for... | 2021-07-13 | Code |
| 10 | Panoptic FCN* (Swin-L) | 52.7 | No | Fully Convolutional Networks for Panoptic Segmen... | 2020-12-01 | Code |
| 11 | REFINE (ResNeXt-101-DCN) | 51.5 | No | - | - | - |
| 12 | MaX-DeepLab-L (single-scale) | 51.3 | No | MaX-DeepLab: End-to-End Panoptic Segmentation wi... | 2020-12-01 | Code |
| 13 | Panoptic SegFormer (ResNet-101) | 50.9 | No | Panoptic SegFormer: Delving Deeper into Panoptic... | 2021-09-08 | Code |
| 14 | Panoptic SegFormer (ResNet-50) | 50.2 | No | Panoptic SegFormer: Delving Deeper into Panoptic... | 2021-09-08 | Code |
| 15 | DetectoRS (ResNeXt-101-64x4d, multi-scale) | 50 | No | DetectoRS: Detecting Objects with Recursive Feat... | 2020-06-03 | Code |
| 16 | REFINE (ResNet-101-DCN) | 49.6 | No | - | - | - |
| 17 | SpatialFlow(ResNet-101-FPN) | 48.5 | No | SpatialFlow: Bridging All Tasks for Panoptic Seg... | 2019-10-19 | Code |
| 18 | Ada-Segment (ResNet-101-DCN) | 48.5 | No | Ada-Segment: Automated Multi-loss Adaptation for... | 2020-12-07 | - |
| 19 | K-Net (R101-FPN-DCN) | 48.3 | No | K-Net: Towards Unified Image Segmentation | 2021-06-28 | Code |
| 20 | SOGNet (ResNet-101-FPN) | 47.8 | No | SOGNet: Scene Overlap Graph Network for Panoptic... | 2019-11-18 | Code |
| 21 | Panoptic FCN*++ (DCN-101-FPN) | 47.5 | No | Fully Convolutional Networks for Panoptic Segmen... | 2020-12-01 | Code |
| 22 | UPSNet (ResNet-101-FPN) | 46.6 | No | UPSNet: A Unified Panoptic Segmentation Network | 2019-01-12 | Code |
| 23 | OCFusion (ResNeXt-101-FPN) | 46.6 | No | Learning Instance Occlusion for Panoptic Segment... | 2019-06-13 | Code |
| 24 | Panoptic-DeepLab (SWideRNet-[1, 1, 4], multi-scale) | 46.5 | No | Scaling Wide Residual Networks for Panoptic Segm... | 2020-11-23 | - |
| 25 | AUNet (ResNext-152-FPN) | 46.5 | No | Attention-guided Unified Network for Panoptic Se... | 2018-12-10 | - |
| 26 | AUNet (ResNet-152-FPN) | 45.5 | No | Attention-guided Unified Network for Panoptic Se... | 2018-12-10 | - |
| 27 | AUNet (ResNet-101-FPN) | 45.2 | No | Attention-guided Unified Network for Panoptic Se... | 2018-12-10 | - |
| 28 | Axial-DeepLab-L (multi-scale) | 44.2 | No | Axial-DeepLab: Stand-Alone Axial-Attention for P... | 2020-03-17 | Code |
| 29 | Axial-DeepLab-L | 43.6 | No | Axial-DeepLab: Stand-Alone Axial-Attention for P... | 2020-03-17 | Code |
| 30 | AdaptIS (ResNeXt-101) | 42.8 | No | AdaptIS: Adaptive Instance Selection Network | 2019-09-17 | - |
| 31 | Panoptic-DeepLab (Xception-71) | 41.4 | No | Panoptic-DeepLab: A Simple, Strong, and Fast Bas... | 2019-11-22 | Code |
| 32 | Panoptic FPN | 40.9 | No | Panoptic Feature Pyramid Networks | 2019-01-08 | Code |
| 33 | TASCNet | 40.7 | No | Learning to Fuse Things and Stuff | 2018-12-04 | - |
| 34 | EPSNet (ResNet-101-FPN) | 38.9 | No | EPSNet: Efficient Panoptic Segmentation Network ... | 2020-03-23 | Code |
| 35 | COPS (ResNet-50) | 38.5 | No | Combinatorial Optimization for Panoptic Segmenta... | 2021-06-06 | Code |
| 36 | PCV (ResNet-50) | 37.7 | No | Pixel Consensus Voting for Panoptic Segmentation | 2020-04-04 | - |
| 37 | GES Net | 33.7 | No | Generator evaluator-selector net for panoptic im... | 2019-08-24 | Code |
| 38 | JSIS-Net | 27.2 | No | Panoptic Segmentation with a Joint Semantic and ... | 2018-09-06 | - |