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🏔 Available Encoders
=====================
ResNet
~~~~~~
+-------------+-------------------------+-------------+
| Encoder | Weights | Params, M |
+=============+=========================+=============+
| resnet18 | imagenet / ssl / swsl | 11M |
+-------------+-------------------------+-------------+
| resnet34 | imagenet | 21M |
+-------------+-------------------------+-------------+
| resnet50 | imagenet / ssl / swsl | 23M |
+-------------+-------------------------+-------------+
| resnet101 | imagenet | 42M |
+-------------+-------------------------+-------------+
| resnet152 | imagenet | 58M |
+-------------+-------------------------+-------------+
ResNeXt
~~~~~~~
+----------------------+-------------------------------------+-------------+
| Encoder | Weights | Params, M |
+======================+=====================================+=============+
| resnext50\_32x4d | imagenet / ssl / swsl | 22M |
+----------------------+-------------------------------------+-------------+
| resnext101\_32x4d | ssl / swsl | 42M |
+----------------------+-------------------------------------+-------------+
| resnext101\_32x8d | imagenet / instagram / ssl / swsl | 86M |
+----------------------+-------------------------------------+-------------+
| resnext101\_32x16d | instagram / ssl / swsl | 191M |
+----------------------+-------------------------------------+-------------+
| resnext101\_32x32d | instagram | 466M |
+----------------------+-------------------------------------+-------------+
| resnext101\_32x48d | instagram | 826M |
+----------------------+-------------------------------------+-------------+
ResNeSt
~~~~~~~
+----------------------------+------------+-------------+
| Encoder | Weights | Params, M |
+============================+============+=============+
| timm-resnest14d | imagenet | 8M |
+----------------------------+------------+-------------+
| timm-resnest26d | imagenet | 15M |
+----------------------------+------------+-------------+
| timm-resnest50d | imagenet | 25M |
+----------------------------+------------+-------------+
| timm-resnest101e | imagenet | 46M |
+----------------------------+------------+-------------+
| timm-resnest200e | imagenet | 68M |
+----------------------------+------------+-------------+
| timm-resnest269e | imagenet | 108M |
+----------------------------+------------+-------------+
| timm-resnest50d\_4s2x40d | imagenet | 28M |
+----------------------------+------------+-------------+
| timm-resnest50d\_1s4x24d | imagenet | 23M |
+----------------------------+------------+-------------+
Res2Ne(X)t
~~~~~~~~~~
+----------------------------+------------+-------------+
| Encoder | Weights | Params, M |
+============================+============+=============+
| timm-res2net50\_26w\_4s | imagenet | 23M |
+----------------------------+------------+-------------+
| timm-res2net101\_26w\_4s | imagenet | 43M |
+----------------------------+------------+-------------+
| timm-res2net50\_26w\_6s | imagenet | 35M |
+----------------------------+------------+-------------+
| timm-res2net50\_26w\_8s | imagenet | 46M |
+----------------------------+------------+-------------+
| timm-res2net50\_48w\_2s | imagenet | 23M |
+----------------------------+------------+-------------+
| timm-res2net50\_14w\_8s | imagenet | 23M |
+----------------------------+------------+-------------+
| timm-res2next50 | imagenet | 22M |
+----------------------------+------------+-------------+
RegNet(x/y)
~~~~~~~~~~~
+---------------------+------------+-------------+
| Encoder | Weights | Params, M |
+=====================+============+=============+
| timm-regnetx\_002 | imagenet | 2M |
+---------------------+------------+-------------+
| timm-regnetx\_004 | imagenet | 4M |
+---------------------+------------+-------------+
| timm-regnetx\_006 | imagenet | 5M |
+---------------------+------------+-------------+
| timm-regnetx\_008 | imagenet | 6M |
+---------------------+------------+-------------+
| timm-regnetx\_016 | imagenet | 8M |
+---------------------+------------+-------------+
| timm-regnetx\_032 | imagenet | 14M |
+---------------------+------------+-------------+
| timm-regnetx\_040 | imagenet | 20M |
+---------------------+------------+-------------+
| timm-regnetx\_064 | imagenet | 24M |
+---------------------+------------+-------------+
| timm-regnetx\_080 | imagenet | 37M |
+---------------------+------------+-------------+
| timm-regnetx\_120 | imagenet | 43M |
+---------------------+------------+-------------+
| timm-regnetx\_160 | imagenet | 52M |
+---------------------+------------+-------------+
| timm-regnetx\_320 | imagenet | 105M |
+---------------------+------------+-------------+
| timm-regnety\_002 | imagenet | 2M |
+---------------------+------------+-------------+
| timm-regnety\_004 | imagenet | 3M |
+---------------------+------------+-------------+
| timm-regnety\_006 | imagenet | 5M |
+---------------------+------------+-------------+
| timm-regnety\_008 | imagenet | 5M |
+---------------------+------------+-------------+
| timm-regnety\_016 | imagenet | 10M |
+---------------------+------------+-------------+
| timm-regnety\_032 | imagenet | 17M |
+---------------------+------------+-------------+
| timm-regnety\_040 | imagenet | 19M |
+---------------------+------------+-------------+
| timm-regnety\_064 | imagenet | 29M |
+---------------------+------------+-------------+
| timm-regnety\_080 | imagenet | 37M |
+---------------------+------------+-------------+
| timm-regnety\_120 | imagenet | 49M |
+---------------------+------------+-------------+
| timm-regnety\_160 | imagenet | 80M |
+---------------------+------------+-------------+
| timm-regnety\_320 | imagenet | 141M |
+---------------------+------------+-------------+
SE-Net
~~~~~~
+-------------------------+------------+-------------+
| Encoder | Weights | Params, M |
+=========================+============+=============+
| senet154 | imagenet | 113M |
+-------------------------+------------+-------------+
| se\_resnet50 | imagenet | 26M |
+-------------------------+------------+-------------+
| se\_resnet101 | imagenet | 47M |
+-------------------------+------------+-------------+
| se\_resnet152 | imagenet | 64M |
+-------------------------+------------+-------------+
| se\_resnext50\_32x4d | imagenet | 25M |
+-------------------------+------------+-------------+
| se\_resnext101\_32x4d | imagenet | 46M |
+-------------------------+------------+-------------+
SK-ResNe(X)t
~~~~~~~~~~~~
+---------------------------+------------+-------------+
| Encoder | Weights | Params, M |
+===========================+============+=============+
| timm-skresnet18 | imagenet | 11M |
+---------------------------+------------+-------------+
| timm-skresnet34 | imagenet | 21M |
+---------------------------+------------+-------------+
| timm-skresnext50\_32x4d | imagenet | 25M |
+---------------------------+------------+-------------+
DenseNet
~~~~~~~~
+---------------+------------+-------------+
| Encoder | Weights | Params, M |
+===============+============+=============+
| densenet121 | imagenet | 6M |
+---------------+------------+-------------+
| densenet169 | imagenet | 12M |
+---------------+------------+-------------+
| densenet201 | imagenet | 18M |
+---------------+------------+-------------+
| densenet161 | imagenet | 26M |
+---------------+------------+-------------+
Inception
~~~~~~~~~
+---------------------+----------------------------------+-------------+
| Encoder | Weights | Params, M |
+=====================+==================================+=============+
| inceptionresnetv2 | imagenet / imagenet+background | 54M |
+---------------------+----------------------------------+-------------+
| inceptionv4 | imagenet / imagenet+background | 41M |
+---------------------+----------------------------------+-------------+
| xception | imagenet | 22M |
+---------------------+----------------------------------+-------------+
EfficientNet
~~~~~~~~~~~~
+------------------------+--------------------------------------+-------------+
| Encoder | Weights | Params, M |
+========================+======================================+=============+
| efficientnet-b0 | imagenet | 4M |
+------------------------+--------------------------------------+-------------+
| efficientnet-b1 | imagenet | 6M |
+------------------------+--------------------------------------+-------------+
| efficientnet-b2 | imagenet | 7M |
+------------------------+--------------------------------------+-------------+
| efficientnet-b3 | imagenet | 10M |
+------------------------+--------------------------------------+-------------+
| efficientnet-b4 | imagenet | 17M |
+------------------------+--------------------------------------+-------------+
| efficientnet-b5 | imagenet | 28M |
+------------------------+--------------------------------------+-------------+
| efficientnet-b6 | imagenet | 40M |
+------------------------+--------------------------------------+-------------+
| efficientnet-b7 | imagenet | 63M |
+------------------------+--------------------------------------+-------------+
| timm-efficientnet-b0 | imagenet / advprop / noisy-student | 4M |
+------------------------+--------------------------------------+-------------+
| timm-efficientnet-b1 | imagenet / advprop / noisy-student | 6M |
+------------------------+--------------------------------------+-------------+
| timm-efficientnet-b2 | imagenet / advprop / noisy-student | 7M |
+------------------------+--------------------------------------+-------------+
| timm-efficientnet-b3 | imagenet / advprop / noisy-student | 10M |
+------------------------+--------------------------------------+-------------+
| timm-efficientnet-b4 | imagenet / advprop / noisy-student | 17M |
+------------------------+--------------------------------------+-------------+
| timm-efficientnet-b5 | imagenet / advprop / noisy-student | 28M |
+------------------------+--------------------------------------+-------------+
| timm-efficientnet-b6 | imagenet / advprop / noisy-student | 40M |
+------------------------+--------------------------------------+-------------+
| timm-efficientnet-b7 | imagenet / advprop / noisy-student | 63M |
+------------------------+--------------------------------------+-------------+
| timm-efficientnet-b8 | imagenet / advprop | 84M |
+------------------------+--------------------------------------+-------------+
| timm-efficientnet-l2 | noisy-student | 474M |
+------------------------+--------------------------------------+-------------+
| timm-efficientnet-lite0| imagenet | 4M |
+------------------------+--------------------------------------+-------------+
| timm-efficientnet-lite1| imagenet | 4M |
+------------------------+--------------------------------------+-------------+
| timm-efficientnet-lite2| imagenet | 6M |
+------------------------+--------------------------------------+-------------+
| timm-efficientnet-lite3| imagenet | 8M |
+------------------------+--------------------------------------+-------------+
| timm-efficientnet-lite4| imagenet | 13M |
+------------------------+--------------------------------------+-------------+
MobileNet
~~~~~~~~~
+-----------------+------------+-------------+
| Encoder | Weights | Params, M |
+=================+============+=============+
| mobilenet\_v2 | imagenet | 2M |
+-----------------+------------+-------------+
DPN
~~~
+-----------+---------------+-------------+
| Encoder | Weights | Params, M |
+===========+===============+=============+
| dpn68 | imagenet | 11M |
+-----------+---------------+-------------+
| dpn68b | imagenet+5k | 11M |
+-----------+---------------+-------------+
| dpn92 | imagenet+5k | 34M |
+-----------+---------------+-------------+
| dpn98 | imagenet | 58M |
+-----------+---------------+-------------+
| dpn107 | imagenet+5k | 84M |
+-----------+---------------+-------------+
| dpn131 | imagenet | 76M |
+-----------+---------------+-------------+
VGG
~~~
+-------------+------------+-------------+
| Encoder | Weights | Params, M |
+=============+============+=============+
| vgg11 | imagenet | 9M |
+-------------+------------+-------------+
| vgg11\_bn | imagenet | 9M |
+-------------+------------+-------------+
| vgg13 | imagenet | 9M |
+-------------+------------+-------------+
| vgg13\_bn | imagenet | 9M |
+-------------+------------+-------------+
| vgg16 | imagenet | 14M |
+-------------+------------+-------------+
| vgg16\_bn | imagenet | 14M |
+-------------+------------+-------------+
| vgg19 | imagenet | 20M |
+-------------+------------+-------------+
| vgg19\_bn | imagenet | 20M |
+-------------+------------+-------------+
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