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from mmdet.models.builder import HEADS
from mmdet.models.utils import ResLayer, SimplifiedBasicBlock
from .fcn_mask_head import FCNMaskHead
@HEADS.register_module()
class SCNetMaskHead(FCNMaskHead):
"""Mask head for `SCNet <https://arxiv.org/abs/2012.10150>`_.
Args:
conv_to_res (bool, optional): if True, change the conv layers to
``SimplifiedBasicBlock``.
"""
def __init__(self, conv_to_res=True, **kwargs):
super(SCNetMaskHead, self).__init__(**kwargs)
self.conv_to_res = conv_to_res
if conv_to_res:
assert self.conv_kernel_size == 3
self.num_res_blocks = self.num_convs // 2
self.convs = ResLayer(
SimplifiedBasicBlock,
self.in_channels,
self.conv_out_channels,
self.num_res_blocks,
conv_cfg=self.conv_cfg,
norm_cfg=self.norm_cfg)