CNTK-deeplearning

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

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 |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 |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 (Last updated: Nov. 16, 2017) |:——-|:— |Training script | ResNet18_ImageNet1K.cntk |Single crop top 1 / top 5 error | 28.752% / 9.700%

ResNet34 for ImageNet 1K

|CNTK model download path | https://www.cntk.ai/Models/CNTK_Pretrained/ResNet34_ImageNet_CNTK.model (Last updated: Nov. 16, 2017) |:———|:— |Training script | ResNet34_ImageNet1K.cntk |Single crop top 1 / top 5 error | 26.114% / 8.386%

ResNet50 for ImageNet 1K

|CNTK model download path | https://www.cntk.ai/Models/CNTK_Pretrained/ResNet50_ImageNet_CNTK.model (Last updated: Nov. 16, 2017) |:———|:— |Training script | ResNet50_ImageNet1K.cntk |Single crop top 1 / top 5 error | 23.358% / 6.740%

ResNet101 for ImageNet 1K

|CNTK model download path | https://www.cntk.ai/Models/CNTK_Pretrained/ResNet101_ImageNet_CNTK.model (Last updated: Nov. 16, 2017) |:———|:— |Training script | ResNet101_ImageNet1K.cntk |Single crop top 1 / top 5 error | 21.822% / 6.042%

ResNet152 for ImageNet 1K

|CNTK model download path | https://www.cntk.ai/Models/CNTK_Pretrained/ResNet152_ImageNet_CNTK.model (Last updated: Nov. 16, 2017) |:———|:— |Training script | ResNet152_ImageNet1K.cntk |Single crop top 1 / top 5 error | 21.300% / 5.760%

ResNet20 for CIFAR-10

|CNTK model download path | https://www.cntk.ai/Models/CNTK_Pretrained/ResNet20_CIFAR10_CNTK.model (Last updated: Nov. 16, 2017) |:——-|:— |Training script | TrainResNet_CIFAR10.py –network resnet20 |Single crop top 1 error | 8.23%

ResNet110 for CIFAR-10

|CNTK model download path | https://www.cntk.ai/Models/CNTK_Pretrained/ResNet110_CIFAR10_CNTK.model (Last updated: Nov. 16, 2017) |:——-|:— |Training script | TrainResNet_CIFAR10.py –network resnet110 |Single crop top 1 error | 6.24%

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%