Panoptic Segmentation on COCO 2017 (test-dev)
55.7PQCMT-DeepLab (iter 200k)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CMT-DeepLab (iter 200k)backbone=Axial-R104-RFN, TTA=false, params=270.3M2022.06 | 55.7 | 61.6 | 46.8 | — | — | |
| CMT-DeepLabbackbone=Axial-R104-RFN, TTA=false, params=270.3M2022.06 | 55.4 | 61 | 47 | — | — | |
| K-NetBackbone=Swin-L, Box-free=true, NMS-free=true, Epochs=362021.06 | 55.2 | 61.2 | 46.2 | — | — | |
| CMT-DeepLabbackbone=Axial-R104, TTA=false, params=135.2M2022.06 | 54.5 | 59.6 | 46.9 | — | — | |
| Panoptic SegFormerBackbone=PVTv2-B5, Box-free=true, NMS-free=true, Epochs=502021.06 | 54.4 | 61.1 | 44.3 | — | — | |
| CMT-DeepLabbackbone=Axial-R50 (ImageNet-22K), TTA=false, params=94.9M2022.06 | 53.4 | 58.3 | 46 | — | — | |
| MaskFormerBackbone=Swin-L, Box-free=true, NMS-free=true, Epochs=3002021.06 | 53.3 | 59.1 | 44.5 | — | — | |
| MaskFormerbackbone=Swin-L2021.07 | 53.3 | 59.1 | 44.5 | 82 | 64.1 | |
| MaskFormerbackbone=Swin-L (ImageNet-22K), TTA=false, params=212M2022.06 | 53.3 | 59.1 | 44.5 | — | — | |
| Megvii (Face++)backbone=ensemble model2019.10 | 53.2 | 62.2 | 39.5 | 83.2 | 62.9 | |
| MaX-DeepLab-LBackbone=Max-L, Box-free=true, NMS-free=true, Epochs=542021.06 | 51.3 | 57.2 | 42.4 | — | — | |
| Max-DeepLabbackbone=Max-L2021.07 | 51.3 | 57.2 | 42.4 | 82.5 | 61.3 | |
| MaX-DeepLab-Lbackbone=MaX-L, TTA=false, params=451M2022.06 | 51.3 | 57.2 | 42.4 | — | — | |
| DetectoRSbackbone=RX-101, TTA=true2022.06 | 49.6 | 57.8 | 37.1 | — | — | |
| MaX-DeepLab-Sbackbone=MaX-S, TTA=false, params=61.9M2022.06 | 49 | 54 | 41.6 | — | — | |
| K-NetBackbone=R101-FPN-DCN, Box-free=true, NMS-free=true, Epochs=362021.06 | 48.3 | 54 | 39.7 | — | — | |
| SpatialFlowbackbone=ResNet-101-DCN, deformable convolution=true, multi-scale strategy=true2019.10 | 47.9 | 54.5 | 38 | 81.7 | 57.6 | |
| SOGNetbackbone=ResNet-101-DCN2019.10 | 47.8 | — | — | 80.7 | 57.6 | |
| UnifyingBackbone=R101-FPN-DCN, Box-free=false, NMS-free=false, Epochs=~272021.06 | 47.2 | 53.5 | 37.7 | — | — | |
| K-NetBackbone=R101-FPN, Box-free=true, NMS-free=true, Epochs=362021.06 | 47 | 52.8 | 38.2 | — | — | |
| Caribbeanbackbone=ensemble model2019.10 | 46.8 | 54.3 | 35.5 | 80.5 | 57.1 | |
| UPSNetbackbone=ResNet-101-DCN2019.10 | 46.6 | 53.2 | 36.7 | 80.5 | 56.9 | |
| UPSNetBackbone=R101-FPN-DCN, Box-free=false, NMS-free=false, Epochs=362021.06 | 46.6 | 53.2 | 36.7 | — | — | |
| UPSNetbackbone=DCN-101, TTA=true2022.06 | 46.6 | 53.2 | 36.7 | — | — | |
| AUNetbackbone=ResNeXt-152-DCN2019.10 | 46.5 | 55.9 | 32.5 | 81 | 56.1 | |
| PKU 360backbone=ResNeXt-152-DCN2019.10 | 46.3 | 58.6 | 27.6 | 79.6 | 56.1 | |
| DETRBackbone=R101, Box-free=true, NMS-free=true, Epochs=300+252021.06 | 46 | — | — | — | — | |
| DETRbackbone=R101, TTA=false, params=61.8M2022.06 | 46 | — | — | — | — | |
| Panoptic FCNBackbone=R101-FPN, Box-free=true, NMS-free=true, Epochs=362021.06 | 45.5 | 51.4 | 36.4 | — | — | |
| Axial-DeepLab-Lbackbone=AX-L, TTA=true, params=44.9M2022.06 | 44.2 | 49.2 | 36.8 | — | — | |
| Axial-DeepLab-Lbackbone=AX-L, TTA=false, params=44.9M2022.06 | 43.6 | 48.9 | 35.6 | — | — | |
| Panoptic FPNBackbone=R101-FPN, Box-free=false, NMS-free=false, Epochs=362021.06 | 43.5 | 50.8 | 32.5 | — | — | |
| SpatialFlowbackbone=ResNet-101-FPN2019.10 | 42.9 | 49.5 | 33 | 78.8 | 52.3 | |
| AdaptISbackbone=ResNeXt-1012019.10 | 42.8 | 50.1 | 31.8 | — | — | |
| Panoptic-DeepLabBackbone=Xception-71, Box-free=true, NMS-free=false, Epochs=~10002021.06 | 41.4 | 45.1 | 35.9 | — | — | |
| Panoptic-DeepLabbackbone=X-71, TTA=true, params=46.7M2022.06 | 41.4 | 45.1 | 35.9 | — | — | |
| OANetbackbone=ResNet-101-FPN2019.10 | 41.3 | 50.4 | 27.7 | — | — | |
| PanopticFPNbackbone=ResNet-101-FPN2019.10 | 40.9 | 48.3 | 29.7 | — | — | |
| SSAPbackbone=ResNet-101-FPN2019.10 | 36.9 | 40.1 | 32 | — | — | |
| DeeperLabbackbone=Xception-712019.10 | 34.3 | 37.5 | 29.6 | 77.1 | 43.1 | |
| JSIS-Netbackbone=ResNet-502019.10 | 27.2 | 29.6 | 23.4 | 71.9 | 35.9 |