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Fixed missing model images and backbones table #548

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40 changes: 20 additions & 20 deletions docs/tutorial.rst
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Expand Up @@ -105,29 +105,29 @@ PSPNet FPN
.. _PSPNet: https://arxiv.org/abs/1612.01105
.. _FPN: http://presentations.cocodataset.org/COCO17-Stuff-FAIR.pdf

.. |unet_image| image:: https://cdn1.imggmi.com/uploads/2019/2/8/3a873a00c9742dc1fb33105ed846d5b5-full.png
.. |linknet_image| image:: https://cdn1.imggmi.com/uploads/2019/2/8/1a996c4ef05531ff3861d80823c373d9-full.png
.. |psp_image| image:: https://cdn1.imggmi.com/uploads/2019/2/8/aaabb97f89197b40e4879a7299b3c801-full.png
.. |fpn_image| image:: https://cdn1.imggmi.com/uploads/2019/2/8/af00f11ef6bc8a64efd29ed873fcb0c4-full.png
.. |unet_image| image:: https://github.com/qubvel/segmentation_models/blob/master/images/unet.png
.. |linknet_image| image:: https://github.com/qubvel/segmentation_models/blob/master/images/linknet.png
.. |psp_image| image:: https://github.com/qubvel/segmentation_models/blob/master/images/pspnet.png
.. |fpn_image| image:: https://github.com/qubvel/segmentation_models/blob/master/images/fpn.png

**Backbones**

.. table::

=========== =====
Type Names
=========== =====
VGG ``'vgg16' 'vgg19'``
ResNet ``'resnet18' 'resnet34' 'resnet50' 'resnet101' 'resnet152'``
SE-ResNet ``'seresnet18' 'seresnet34' 'seresnet50' 'seresnet101' 'seresnet152'``
ResNeXt ``'resnext50' 'resnet101'``
SE-ResNeXt ``'seresnext50' 'seresnet101'``
SENet154 ``'senet154'``
DenseNet ``'densenet121' 'densenet169' 'densenet201'``
Inception ``'inceptionv3' 'inceptionresnetv2'``
MobileNet ``'mobilenet' 'mobilenetv2'``
EfficientNet ``efficientnetb0`` ``efficientnetb1`` ``efficientnetb2`` ``efficientnetb3`` ``efficientnetb4`` ``efficientnetb5``
=========== =====
.. table::

============= =====
Type Names
============= =====
VGG ``'vgg16' 'vgg19'``
ResNet ``'resnet18' 'resnet34' 'resnet50' 'resnet101' 'resnet152'``
SE-ResNet ``'seresnet18' 'seresnet34' 'seresnet50' 'seresnet101' 'seresnet152'``
ResNeXt ``'resnext50' 'resnext101'``
SE-ResNeXt ``'seresnext50' 'seresnext101'``
SENet154 ``'senet154'``
DenseNet ``'densenet121' 'densenet169' 'densenet201'``
Inception ``'inceptionv3' 'inceptionresnetv2'``
MobileNet ``'mobilenet' 'mobilenetv2'``
EfficientNet ``'efficientnetb0' 'efficientnetb1' 'efficientnetb2' 'efficientnetb3' 'efficientnetb4' 'efficientnetb5' efficientnetb6' efficientnetb7'``
============= =====

.. epigraph::
All backbones have weights trained on 2012 ILSVRC ImageNet dataset (``encoder_weights='imagenet'``).
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