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Some Pretrained Models for TensorLayer

Feel free to add more.This repository is implemented with TensorLayer2.0+.

Reinforcement Learning Examples

./rl_models/ contains pretrained models for each algorithm in reinforcement learning examples.

CNN for ImageNet

The tl.models API description here, and the discussion for network architecture that can be easily use here.

Model Code Parameter Top-1 Accuracy Top-5 Accuracy
VGG 16 code model 71.5 89.8
VGG 19 code model (from machrisaa/tensorflow-vgg) 71.1 89.8
ResNet V1 50 75.2 92.2
ResNet V1 101 resnet_v1_101_2016_08_28.tar.gz 76.4 92.9
ResNet V1 152 resnet_v1_152_2016_08_28.tar.gz 76.8 93.2
ResNet V2 50 resnet_v2_50_2017_04_14.tar.gz 75.6 92.8
ResNet V2 101 resnet_v2_101_2017_04_14.tar.gz 77.0 93.7
ResNet V2 152 resnet_v2_152_2017_04_14.tar.gz 77.8 94.1
ResNet V2 200 TBA 79.9* 95.2*
Inception V1 inception_v1_2016_08_28.tar.gz 69.8 89.6
Inception V2 inception_v2_2016_08_28.tar.gz 73.9 91.8
Inception V3 code inception_v3_2016_08_28.tar.gz 78.0 93.9
Inception V4 80.2 95.2
Xception
Inception-ResNet-v2 80.4 95.3
SqueezeNet V1 code model
SqueezeNet V2
MobileNet V1 code model
MobileNet V2_1.4_224 74.9 92.5
MobileNet V2_1.0_224 71.9 91.0
NASNet-A_Mobile_224 nasnet-a_mobile_04_10_2017.tar.gz 74.0 91.6
NASNet-A_Large_331 nasnet-a_large_04_10_2017.tar.gz 82.7 96.2
PNASNet-5_Large_331 pnasnet-5_large_2017_12_13.tar.gz 82.9 96.2
DenseNet
NASNet

More examples in Awesome-TensorLayer

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