Revision 7dd2ce1de601e5f91a2d38eeed842ebdaf02c96c authored by Emad Barsoum on 14 September 2017, 00:34:15 UTC, committed by Emad Barsoum on 14 September 2017, 00:34:15 UTC
1 parent 4dfd1e2
Image.md
# CNTK Pre-trained Image Models
This page contains pre-trained image models either converted from other toolkits or trained from scratch with CNTK. The list of available models includes:
* [AlexNet](#alexnet)
* [GoogLeNet](#googlenet)
* [ResNet](#resnet)
* [VGG](#vgg)
## AlexNet
### CNTK Pre-trained
#### AlexNet for ImageNet 1K
|CNTK model download path | https://www.cntk.ai/Models/CNTK_Pretrained/AlexNet_ImageNet_CNTK.model
|:---------|:---
|Training script | [AlexNet_ImageNet.cntk](../Examples/Image/Classification/AlexNet/BrainScript/AlexNet_ImageNet.cntk)
|Single crop top 1 / top 5 error | 40.106% / 17.746%
### Caffe-Converted
#### AlexNet for ImageNet 1K
|CNTK model download path | https://www.cntk.ai/Models/Caffe_Converted/AlexNet_ImageNet_Caffe.model (Last updated: April 28, 2017)
|:---------|:---
|Source Caffe model website | https://github.com/BVLC/caffe/tree/master/models/bvlc_alexnet
|Single crop top 5 error | 19.8%
## GoogLeNet
### CNTK Pre-trained
#### InceptionV3 for ImageNet 1K
|CNTK model download path | https://www.cntk.ai/Models/CNTK_Pretrained/InceptionV3_ImageNet_CNTK.model (Last updated: August 11, 2017)
|:---------|:---
|Training script | [InceptionV3_ImageNet_Distributed.py](../Examples/Image/Classification/GoogLeNet/InceptionV3/Python/InceptionV3_ImageNet_Distributed.py)
|Single crop top 1 / top 5 error | 21.520% / NA
### Caffe-Converted
#### BN-Inception for ImageNet 1K
|CNTK model download path | https://www.cntk.ai/Models/Caffe_Converted/BNInception_ImageNet_Caffe.model (Last updated: April 28, 2017)
|:---------|:---
|Source Caffe model website | https://github.com/BVLC/caffe/tree/master/models/bvlc_googlenet
|Single crop top 5 error | 11.50%
## ResNet
### CNTK Pre-trained
#### ResNet18 for ImageNet 1K
|CNTK model download path | https://www.cntk.ai/Models/CNTK_Pretrained/ResNet18_ImageNet_CNTK.model
|:-------|:---
|Training script | [ResNet18_ImageNet1K.cntk](../Examples/Image/Classification/ResNet/BrainScript/ResNet18_ImageNet1K.cntk)
|Single crop top 1 / top 5 error | 29.186% / 10.284%
#### ResNet34 for ImageNet 1K
|CNTK model download path | https://www.cntk.ai/Models/CNTK_Pretrained/ResNet34_ImageNet_CNTK.model
|:---------|:---
|Training script | [ResNet34_ImageNet1K.cntk](../Examples/Image/Classification/ResNet/BrainScript/ResNet34_ImageNet1K.cntk)
|Single crop top 1 / top 5 error | 27.240% / 8.962%
#### ResNet50 for ImageNet 1K
|CNTK model download path | https://www.cntk.ai/Models/CNTK_Pretrained/ResNet50_ImageNet_CNTK.model
|:---------|:---
|Training script | [ResNet50_ImageNet1K.cntk](../Examples/Image/Classification/ResNet/BrainScript/ResNet50_ImageNet1K.cntk)
|Single crop top 1 / top 5 error | 23.862% / 7.180%
#### ResNet20 for CIFAR-10
|CNTK model download path | https://www.cntk.ai/Models/CNTK_Pretrained/ResNet20_CIFAR10_CNTK.model
|:-------|:---
|Training script | [TrainResNet_CIFAR10.py --network resnet20](../Examples/Image/Classification/ResNet/Python/TrainResNet_CIFAR10.py)
|Single crop top 1 error | 8.17%
#### ResNet110 for CIFAR-10
|CNTK model download path | https://www.cntk.ai/Models/CNTK_Pretrained/ResNet110_CIFAR10_CNTK.model
|:-------|:---
|Training script | [TrainResNet_CIFAR10.py --network resnet110](../Examples/Image/Classification/ResNet/Python/TrainResNet_CIFAR10.py)
|Single crop top 1 error | 6.08%
### Caffe-Converted
#### ResNet50 for ImageNet 1K
|CNTK model download path | https://www.cntk.ai/Models/Caffe_Converted/ResNet50_ImageNet_Caffe.model (Last updated: April 28, 2017)
|:---------|:---
|Source Caffe model website | https://github.com/KaimingHe/deep-residual-networks
|Single crop top 5 error | 7.75%
#### ResNet101 for ImageNet 1K
|CNTK model download path | https://www.cntk.ai/Models/Caffe_Converted/ResNet101_ImageNet_Caffe.model (Last updated: April 28, 2017)
|:---------|:---
|Source Caffe model website | https://github.com/KaimingHe/deep-residual-networks
|Single crop top 5 error | 7.12%
#### ResNet152 for ImageNet 1K
|CNTK model download path | https://www.cntk.ai/Models/Caffe_Converted/ResNet152_ImageNet_Caffe.model (Last updated: April 28, 2017)
|:---------|:---
|Source Caffe model website | https://github.com/KaimingHe/deep-residual-networks
|Single crop top 5 error | 6.71%
## VGG
### Caffe-Converted
#### VGG16 for ImageNet 1K
|CNTK model download path | https://www.cntk.ai/Models/Caffe_Converted/VGG16_ImageNet_Caffe.model (Last updated: April 28, 2017)
|:---------|:---
|Source Caffe model website | http://www.robots.ox.ac.uk/~vgg/research/very_deep/
|Single crop top 5 error | 10.11%
#### VGG19 for ImageNet 1K
|CNTK model download path | https://www.cntk.ai/Models/Caffe_Converted/VGG19_ImageNet_Caffe.model (Last updated: April 28, 2017)
|:---------|:---
|Source Caffe model website | http://www.robots.ox.ac.uk/~vgg/research/very_deep/
|Single crop top 5 error | 10.18%
![swh spinner](/static/img/swh-spinner.gif)
Computing file changes ...