Analyzing the performance of different types of convolutional filters for image segmentation purposes.
Dataset: CityScapes
Input Resolution: 512 x 256 x 3
GPU: NVIDIA Tesla K20c
Gradient Update Method:
First 10 Epoch:AdaGrad
After 10 Epoch:SGD
mIoU on Test Dataset
Model | mIoU |
---|---|
FCN8 | 51.1 |
DUC-HDC | 28.5 |
U-Net | 23.4 |