def build_base_network(self, input_img_batch):

        if self.base_network_name.startswith('resnet_v1'):
            return resnet.resnet_base(input_img_batch,
                                      scope_name=self.base_network_name,
                                      is_training=self.is_training)

        elif self.base_network_name in [
                'resnet152_v1d', 'resnet101_v1d', 'resnet50_v1d'
        ] or 'efficientnet' in cfgs.NET_NAME:

            return resnet_gluoncv_r3det.resnet_base(
                input_img_batch,
                scope_name=self.base_network_name,
                is_training=self.is_training)

        elif self.base_network_name.startswith('MobilenetV2'):
            return mobilenet_v2.mobilenetv2_base(input_img_batch,
                                                 is_training=self.is_training)

        elif self.base_network_name.startswith('xception'):
            return xception.xception_base(input_img_batch,
                                          is_training=self.is_training)

        else:
            raise ValueError(
                'Sry, we only support resnet, mobilenet_v2 and xception')
Esempio n. 2
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    def build_base_network(self, input_img_batch):

        if self.base_network_name.startswith('resnet_v1'):
            return resnet.resnet_base(input_img_batch, scope_name=self.base_network_name, is_training=self.is_training)

        elif self.base_network_name.startswith('MobilenetV2'):
            return mobilenet_v2.mobilenetv2_base(input_img_batch, is_training=self.is_training)

        else:
            raise ValueError('Sry, we only support resnet or mobilenet_v2')
    def build_base_network(self, input_img_batch):

        if self.base_network_name.startswith('resnet_v1'):
            return resnet.resnet_base(input_img_batch, scope_name=self.base_network_name, is_training=self.is_training)

        elif self.base_network_name in ['resnet152_v1d', 'resnet101_v1d', 'resnet50_v1d']:

            return resnet_gluoncv_r3det.resnet_base(input_img_batch, scope_name=self.base_network_name,
                                                    is_training=self.is_training)

        elif self.base_network_name.startswith('MobilenetV2'):
            return mobilenet_v2.mobilenetv2_base(input_img_batch, is_training=self.is_training)

        elif 'efficientnet-lite' in self.base_network_name:
            return efficientnet_lite_builder.build_model_fpn_base(input_img_batch, model_name=self.base_network_name,
                                                                  training=True)

        elif 'efficientnet' in self.base_network_name:
            return efficientnet_builder.build_model_fpn_base(input_img_batch, model_name=self.base_network_name,
                                                             training=True)

        else:
            raise ValueError('Sry, we only support resnet, mobilenet_v2')
Esempio n. 4
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 def build_base_network(self, input_img_batch):
     return resnet.resnet_base(input_img_batch, scope_name=self.base_network_name, is_training=self.is_training)