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qubvel authored Sep 18, 2018
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# Segmentation models Zoo
Segmentation models with pretrained backbones

#### Models
| Backbone model |Name| Weights | Unet | FPN | Linknet |
|---------------------|:--:|:------------:|:------:|:------:|:------:|
| VGG16 |`vgg16`| `imagenet` | + | + | + |
| VGG19 |`vgg19`| `imagenet` | + | + | + |
| ResNet18 |`resnet18`| `imagenet` | + | + | + |
| ResNet34 |`resnet34`| `imagenet` | + | + | + |
| ResNet50 |`resnet50`| `imagenet`<br>`imagenet11k-places365ch` | + | + | + |
| ResNet101 |`resnet101`| `imagenet` | + | + | + |
| ResNet152 |`resnet152`| `imagenet`<br>`imagenet11k` | + | + | + |
| ResNeXt50 |`resnext50`| `imagenet` | + | + | + |
| ResNeXt101 |`resnext101`| `imagenet` | + | + | + |
| DenseNet121 |`densenet121`| `imagenet` | + | + | + |
| DenseNet169 |`densenet169`| `imagenet` | + | + | + |
| DenseNet201 |`densenet201`| `imagenet` | + | + | + |
| Inception V3 |`inceptionv3`| `imagenet` | + | + | + |
| Inception ResNet V2 |`inceptionresnetv2`| `imagenet` | + | + | + |
### Avaliable models:
- Unet
- FPN
- Linknet

### Avaliable backbones:
| Backbone model |Name| Weights | Preprocessing |
|---------------------|:--:|:------------:|:------:|
| VGG16 |`vgg16`| `imagenet` | KA*|
| VGG19 |`vgg19`| `imagenet` | KA*|
| ResNet18 |`resnet18`| `imagenet` |BGR, [0, 255]|
| ResNet34 |`resnet34`| `imagenet` |BGR, [0, 255]|
| ResNet50 |`resnet50`| `imagenet`<br>`imagenet11k-places365ch` |BGR, [0, 255]|
| ResNet101 |`resnet101`| `imagenet` |BGR, [0, 255]|
| ResNet152 |`resnet152`| `imagenet`<br>`imagenet11k` |BGR, [0, 255]|
| ResNeXt50 |`resnext50`| `imagenet` |[0, 255]|
| ResNeXt101 |`resnext101`| `imagenet` |[0, 255]|
| DenseNet121 |`densenet121`| `imagenet` | KA*|
| DenseNet169 |`densenet169`| `imagenet` | KA*|
| DenseNet201 |`densenet201`| `imagenet` | KA*|
| Inception V3 |`inceptionv3`| `imagenet` | KA*|
| Inception ResNet V2 |`inceptionresnetv2`| `imagenet` | KA*|
* KA - preprocessing function from keras.applications

### Requirements
1) Python 3.6 or higher
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