PaddleOCR/ppocr/modeling/backbones/__init__.py

# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

__all__ = ["build_backbone"]


def build_backbone(config, model_type):
    if model_type == "det":
        from .det_mobilenet_v3 import MobileNetV3
        from .det_resnet_vd import ResNet
        from .det_resnet_vd_sast import ResNet_SAST
        support_dict = ["MobileNetV3", "ResNet", "ResNet_SAST"]
    elif model_type == "rec" or model_type == "cls":
        from .rec_mobilenet_v3 import MobileNetV3
        from .rec_resnet_vd import ResNet
        from .rec_resnet_fpn import ResNetFPN
        from .rec_mv1_enhance import MobileNetV1Enhance
        from .rec_nrtr_mtb import MTB
        support_dict = [
            'MobileNetV1Enhance', 'MobileNetV3', 'ResNet', 'ResNetFPN', 'MTB'
        ]
    elif model_type == "e2e":
        from .e2e_resnet_vd_pg import ResNet
        support_dict = ["ResNet"]
    elif model_type == "table":
        from .table_resnet_vd import ResNet
        from .table_mobilenet_v3 import MobileNetV3
        support_dict = ["ResNet", "MobileNetV3"]
    else:
        raise NotImplementedError

    module_name = config.pop("name")
    assert module_name in support_dict, Exception(
        "when model typs is {}, backbone only support {}".format(model_type,
                                                                 support_dict))
    module_class = eval(module_name)(**config)
    return module_class