Scene Parsing on Cityscapes (test)
80.4mIoUSFNet (ResNet-18) with Mapillary pretraining
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SFNet (ResNet-18) with Mapillary pretrainingBackbone=ResNet-18, InputSize=1024 x 2048, Pre-training=Mapillary dataset, Note=FPS represents without/with TensorRT acceleration2020.02 | 80.4 | — | — | |
| SFNet (ResNet-18)Backbone=ResNet-18, InputSize=1024 x 2048, Note=FPS represents without/with TensorRT acceleration2020.02 | 78.9 | — | — | |
| SFNet (DF2)Backbone=DF2, InputSize=1024 x 2048, Note=FPS represents without/with TensorRT acceleration2020.02 | 77.8 | — | — | |
| SwiftNet-ensInputSize=1024 x 20482020.02 | 76.5 | 18.4 | — | |
| SwiftNetInputSize=1024 x 20482020.02 | 75.5 | 39.9 | — | |
| DF2-SegInputSize=1024 x 20482020.02 | 74.8 | 55 | — | |
| BiSeNetBackbone=ResNet-18, InputSize=768 x 15362020.02 | 74.6 | 43 | — | |
| SFNet (DF1)Backbone=DF1, InputSize=1024 x 2048, Note=FPS represents without/with TensorRT acceleration2020.02 | 74.5 | — | — | |
| DF1-SegInputSize=1024 x 20482020.02 | 73 | 80 | — | |
| DFANetInputSize=1024 x 10242020.02 | 71.3 | 100 | — | |
| CellNetInputSize=768 x 15362020.02 | 70.5 | 108 | — | |
| ERFNetInputSize=512 x 10242020.02 | 69.7 | 41.9 | — | |
| ICNetInputSize=1024 x 20482020.02 | 69.5 | 34 | — | |
| BiSeNetBackbone=Xception-39, InputSize=768 x 15362020.02 | 68.4 | 72 | — | |
| ESPNetv2InputSize=512 x 10242020.02 | 62.1 | 80 | — | |
| ESPNetInputSize=512 x 10242020.02 | 60.3 | 132 | — | |
| ENetInputSize=640 x 3602020.02 | 58.3 | 60 | — |