_base_ = [ '../_base_/models/upernet_r50.py', '../_base_/datasets/pascal_voc12_aug.py', '../_base_/default_runtime.py', '../_base_/schedules/schedule_40k.py' ] model = dict( pretrained='open-mmlab://resnet18_v1c', backbone=dict(depth=18), decode_head=dict(in_channels=[64, 128, 256, 512], num_classes=21), auxiliary_head=dict(in_channels=256, num_classes=21))