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| from __future__ import absolute_import |
| from __future__ import division |
| from __future__ import print_function |
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| 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 |
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| from lib.utils.tools.logger import Logger as Log |
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| class BackboneSelector(object): |
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| def __init__(self, configer): |
| self.configer = configer |
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| def get_backbone(self, **params): |
| backbone = self.configer.get('network', 'backbone') |
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| 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) |
|
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| elif 'pcpvt' in backbone: |
| model = PCPVTBackbone(self.configer)(**params) |
|
|
| elif 'pvt' in backbone: |
| model = PVTBackbone(self.configer)(**params) |
|
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| elif 'svt' in backbone: |
| model = SVTBackbone(self.configer)(**params) |
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| 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) |
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| return model |
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|
