Semantic Segmentation on DroneDeploy (test)
48.6IoU (Building)DeepLabv3+ (ResNetV1_50_Beta)
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| DeepLabv3+ (ResNetV1_50_Beta)Architecture=DeepLabv3+, Backbone=ResNetV1_50_Beta2020.12 | 48.6 | 67.6 | 85.7 | 88.4 | 47.3 | — | — | 48 | |
| DroneDeployTraining set=DroneDeploy2023.09 | 47.8 | 32.3 | 64.4 | 73.9 | 84.6 | 65.5 | — | 61.4 | |
| DeepLabv3+ (Xception65)Architecture=DeepLabv3+, Backbone=Xception652020.12 | 46 | 79.6 | 79.6 | 88.8 | 55.4 | — | — | 52.5 | |
| Keras u-net (ResNet50) FocalArchitecture=u-net, Backbone=ResNet50, Loss Function=Focal, Framework=Keras2020.12 | 36.9 | 17.7 | 56.1 | 15.9 | 73.9 | 36.1 | 0.8053 | 39.8 | |
| Keras u-net (ResNet50) CCEArchitecture=u-net, Backbone=ResNet50, Loss Function=CCE, Framework=Keras2020.12 | 34.2 | 17.6 | 53.5 | 18.7 | 75.6 | 52.8 | 0.8144 | 42.5 | |
| fastai u-net (ResNet50) CCEArchitecture=u-net, Backbone=ResNet50, Loss Function=CCE, Framework=fastai2020.12 | 30.2 | 8.3 | 43.8 | 5.6 | 66.7 | 21.5 | 0.7387 | 29.4 | |
| fastai u-net (ResNet50) FocalArchitecture=u-net, Backbone=ResNet50, Loss Function=Focal, Framework=fastai2020.12 | 28.3 | 8.2 | 37 | 7.2 | 71.7 | 28.8 | 0.7536 | 30.2 | |
| Dataset DiffusionTraining set=Dataset Diffusion2023.09 | 21.9 | 13.6 | 28.8 | 10.1 | 58.7 | 11 | — | 24 |