Semantic Segmentation on DeepGlobe (test)
74.1mIoUWSDNet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| WSDNetInference Paradigm=UHR Models, Memory (M)=1876, FPS=30.32023.05 | 74.1 | 85.2 | 89.1 | |
| ISDNetInference Paradigm=UHR Models, Memory (M)=1948, FPS=27.72023.05 | 73.3 | 84 | 88.7 | |
| MagNetInference Paradigm=UHR Models, Memory (M)=1559, FPS=0.802023.05 | 72.9 | — | — | |
| FCtLInference Paradigm=UHR Models, Memory (M)=3167, FPS=0.132023.05 | 72.8 | 83.8 | 88.3 | |
| PPNInference Paradigm=UHR Models, Memory (M)=1193, FPS=12.92023.05 | 71.9 | — | — | |
| FCN-8sInference Paradigm=Local Inference, Memory (M)=1963, FPS=4.552023.05 | 71.8 | 82.6 | 87.6 | |
| PointRendInference Paradigm=UHR Models, Memory (M)=1593, FPS=6.252023.05 | 71.8 | — | — | |
| MagNet-FastInference Paradigm=UHR Models, Memory (M)=1559, FPS=3.402023.05 | 71.8 | — | — | |
| GLNetInference Paradigm=UHR Models, Memory (M)=1865, FPS=0.172023.05 | 71.6 | 83.2 | 88 | |
| STDCInference Paradigm=Global Inference, Memory (M)=2580, FPS=14.02023.05 | 70.3 | — | — | |
| FCN-8sInference Paradigm=Global Inference, Memory (M)=5227, FPS=7.912023.05 | 68.8 | 79.8 | 86.2 | |
| CascadePSPInference Paradigm=UHR Models, Memory (M)=3236, FPS=0.112023.05 | 68.5 | 79.7 | 85.6 | |
| DeepLabv3+Inference Paradigm=Global Inference, Memory (M)=3199, FPS=4.442023.05 | 63.5 | — | — | |
| DeepLabv3+Inference Paradigm=Local Inference, Memory (M)=1279, FPS=1.602023.05 | 63.1 | — | — | |
| PSPNetInference Paradigm=Global Inference, Memory (M)=6289, FPS=1.02023.05 | 56.6 | — | — | |
| DANetInference Paradigm=Global Inference, Memory (M)=6812, FPS=2.32023.05 | 53.8 | — | — | |
| BiseNetV1Inference Paradigm=Global Inference, Memory (M)=1801, FPS=14.22023.05 | 53 | — | — | |
| ICNetInference Paradigm=Global Inference, Memory (M)=2557, FPS=5.32023.05 | 40.2 | — | — | |
| U-NetInference Paradigm=Global Inference, Memory (M)=5507, FPS=3.542023.05 | 38.4 | — | — | |
| U-NetInference Paradigm=Local Inference, Memory (M)=949, FPS=1.262023.05 | 37.3 | — | — |