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_base_ = './pspnet_r50-d8_512x512_80k_loveda.py' model = dict( backbone=dict( depth=18, init_cfg=dict( type='Pretrained', checkpoint='open-mmlab://resnet18_v1c')), decode_head=dict( in_channels=512, channels=128, ), auxiliary_head=dict(in_channels=256, channels=64))