##+++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++ ## Created by: Donny You, RainbowSecret ## Microsoft Research ## yuyua@microsoft.com ## Copyright (c) 2019 ## ## This source code is licensed under the MIT-style license found in the ## LICENSE file in the root directory of this source tree ##+++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++ from __future__ import absolute_import from __future__ import division from __future__ import print_function from lib.models.backbones.resnet.resnet_backbone import ResNetBackbone from lib.models.backbones.hrnet.hrnet_backbone import HRNetBackbone from lib.models.backbones.pvt.pvt_backbone import PVTBackbone from lib.models.backbones.pvt.pcpvt_backbone import PCPVTBackbone from lib.models.backbones.pvt.svt_backbone import SVTBackbone from lib.models.backbones.mobilenet.mobilenet_v1 import MobileNetV1Backbone from lib.models.backbones.mobilenet.mobilenet_v2 import MobileNetV2Backbone from lib.models.backbones.mobilenet.mobilenet_v3 import MobileNetV3Backbone from lib.utils.tools.logger import Logger as Log class BackboneSelector(object): def __init__(self, configer): self.configer = configer def get_backbone(self, **params): backbone = self.configer.get('network', 'backbone') model = None if ('resnet' in backbone or 'resnext' in backbone or 'resnest' in backbone) and 'senet' not in backbone: model = ResNetBackbone(self.configer)(**params) elif 'hrne' in backbone: model = HRNetBackbone(self.configer)(**params) elif 'pcpvt' in backbone: model = PCPVTBackbone(self.configer)(**params) elif 'pvt' in backbone: model = PVTBackbone(self.configer)(**params) elif 'svt' in backbone: model = SVTBackbone(self.configer)(**params) elif 'mobilenet_v1' in backbone: model = MobileNetV1Backbone(self.configer)(**params) elif 'mobilenet_v2' in backbone: model = MobileNetV2Backbone(self.configer)(**params) elif 'mobilenet_v3' in backbone: model = MobileNetV3Backbone(self.configer)(**params) else: Log.error('Backbone {} is invalid.'.format(backbone)) exit(1) return model