pfpn_resnet101_os8_cityscapes_512x1024_40k.yml

_base_: '../_base_/cityscapes.yml'

batch_size: 4
iters: 40000

model:
  type: PFPNNet
  backbone:
    type: ResNet101_vd
    output_stride: 8
    pretrained: https://bj.bcebos.com/paddleseg/dygraph/resnet101_vd_ssld.tar.gz
  backbone_indices: [0, 1, 2, 3]
  channels: 256

train_dataset:
  transforms:
    - type: ResizeStepScaling
      min_scale_factor: 0.5
      max_scale_factor: 2.0
      scale_step_size: 0.25
    - type: RandomPaddingCrop
      crop_size: [512, 1024]
    - type: RandomHorizontalFlip
    - type: RandomDistort
      brightness_range: 0.4
      contrast_range: 0.4
      saturation_range: 0.4
    - type: Normalize

lr_scheduler:
  type: PolynomialDecay
  learning_rate: 0.01
  end_lr: 0
  power: 0.9

optimizer:
  type: SGD
  momentum: 0.9
  weight_decay: 0.0005