Semantic Segmentation on CamVid 12 classes (test)
70mIoU (T367)IkshanaNet-12G
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| IkshanaNet-12GBackbone=IkshanaNet-12G, Param(M)=6.5, GFLOPS=285.02021.01 | 70 | 67.1 | 60.6 | 65.9 | |
| U-NetBackbone=U-Net, Param(M)=31.0, GFLOPS=130.02021.01 | 69.5 | 62.8 | 61.6 | 64.6 | |
| IkshanaNet-MBackbone=IkshanaNet-M, Param(M)=4.0, GFLOPS=139.02021.01 | 68.5 | 62.9 | 58.8 | 63.4 | |
| EfficientNet-b1Backbone=EfficientNet-b1, Param(M)=7.4, GFLOPS=1.52021.01 | 68.4 | 61.3 | 58.8 | 62.8 | |
| IkshanaNet-6GBackbone=IkshanaNet-6G, Param(M)=1.8, GFLOPS=82.02021.01 | 67.8 | 65.9 | 60 | 64.6 | |
| IkshanaNet-3GBackbone=IkshanaNet-3G, Param(M)=0.5, GFLOPS=26.02021.01 | 65.7 | 62.5 | 61.2 | 63.1 | |
| EfficientNet-b6Backbone=EfficientNet-b6, Param(M)=42.0, GFLOPS=1.92021.01 | 65 | 57.8 | 60.4 | 61 | |
| ResNet-18Backbone=ResNet-18, Param(M)=12.3, GFLOPS=12.42021.01 | 64.9 | 63.7 | 56.6 | 61.7 | |
| RegNetY-08Backbone=RegNetY-08, Param(M)=7.0, GFLOPS=5.82021.01 | 64.3 | 61.4 | 57.8 | 61.2 | |
| EfficientNet-b4Backbone=EfficientNet-b4, Param(M)=18.6, GFLOPS=1.72021.01 | 64.1 | 62.2 | 60.5 | 62.3 | |
| MobileNet-V2Backbone=MobileNet-V2, Param(M)=4.4, GFLOPS=4.12021.01 | 63.9 | 56.1 | 54.6 | 58.2 | |
| ResNet-101Backbone=ResNet-101, Param(M)=59.3, GFLOPS=59.92021.01 | 63.8 | 56.4 | 55.7 | 58.6 | |
| HRNet-V2Backbone=HRNet-V2, Param(M)=65.9, GFLOPS=63.52021.01 | 63.6 | 62.9 | 55 | 60.5 | |
| ResNext-50Backbone=ResNext-50, Param(M)=26.2, GFLOPS=25.02021.01 | 62.6 | 56.1 | 54.6 | 57.8 | |
| RegNetY-40Backbone=RegNetY-40, Param(M)=21.5, GFLOPS=18.82021.01 | 62 | 61 | 59.2 | 60.7 | |
| RegNetY-80Backbone=RegNetY-80, Param(M)=40.3, GFLOPS=34.42021.01 | 62 | 63.8 | 53.8 | 59.9 | |
| ResNet-50Backbone=ResNet-50, Param(M)=26.7, GFLOPS=25.02021.01 | 61.6 | 60.3 | 55.9 | 59.3 | |
| DenseNet-161Backbone=DenseNet-161, Param(M)=43.2, GFLOPS=43.62021.01 | 58.6 | 57.8 | 53.8 | 56.7 |