def init_deformable_convnet(self, cfg, arg_params, aux_params):
    arg_params['res5a_branch2b_offset_weight'] = mx.nd.zeros(shape=self.arg_shape_dict['res5a_branch2b_offset_weight'])
    arg_params['res5a_branch2b_offset_bias'] = mx.nd.zeros(shape=self.arg_shape_dict['res5a_branch2b_offset_bias'])
    arg_params['res5b_branch2b_offset_weight'] = mx.nd.zeros(shape=self.arg_shape_dict['res5b_branch2b_offset_weight'])
    arg_params['res5b_branch2b_offset_bias'] = mx.nd.zeros(shape=self.arg_shape_dict['res5b_branch2b_offset_bias'])
    arg_params['res5c_branch2b_offset_weight'] = mx.nd.zeros(shape=self.arg_shape_dict['res5c_branch2b_offset_weight'])
    arg_params['res5c_branch2b_offset_bias'] = mx.nd.zeros(shape=self.arg_shape_dict['res5c_branch2b_offset_bias'])
    arg_params['res3b3_branch2b_offset_weight'] = mx.nd.zeros(shape=self.arg_shape_dict['res3b3_branch2b_offset_weight'])
    arg_params['res3b3_branch2b_offset_bias'] = mx.nd.zeros(shape=self.arg_shape_dict['res3b3_branch2b_offset_bias'])
    arg_params['res4b22_branch2b_offset_weight'] = mx.nd.zeros(shape=self.arg_shape_dict['res4b22_branch2b_offset_weight'])
    arg_params['res4b22_branch2b_offset_bias'] = mx.nd.zeros(shape=self.arg_shape_dict['res4b22_branch2b_offset_bias'])
def init_deformable_convnet(self, cfg, arg_params, aux_params):
    arg_params['res5a_branch2b_offset_weight'] = mx.nd.zeros(shape=self.arg_shape_dict['res5a_branch2b_offset_weight'])
    arg_params['res5a_branch2b_offset_bias'] = mx.nd.zeros(shape=self.arg_shape_dict['res5a_branch2b_offset_bias'])
    arg_params['res5b_branch2b_offset_weight'] = mx.nd.zeros(shape=self.arg_shape_dict['res5b_branch2b_offset_weight'])
    arg_params['res5b_branch2b_offset_bias'] = mx.nd.zeros(shape=self.arg_shape_dict['res5b_branch2b_offset_bias'])
    arg_params['res5c_branch2b_offset_weight'] = mx.nd.zeros(shape=self.arg_shape_dict['res5c_branch2b_offset_weight'])
    arg_params['res5c_branch2b_offset_bias'] = mx.nd.zeros(shape=self.arg_shape_dict['res5c_branch2b_offset_bias'])
    arg_params['res3b3_branch2b_offset_weight'] = mx.nd.zeros(shape=self.arg_shape_dict['res3b3_branch2b_offset_weight'])
    arg_params['res3b3_branch2b_offset_bias'] = mx.nd.zeros(shape=self.arg_shape_dict['res3b3_branch2b_offset_bias'])
    arg_params['res4b22_branch2b_offset_weight'] = mx.nd.zeros(shape=self.arg_shape_dict['res4b22_branch2b_offset_weight'])
    arg_params['res4b22_branch2b_offset_bias'] = mx.nd.zeros(shape=self.arg_shape_dict['res4b22_branch2b_offset_bias'])