diff --git a/hpvm/test/dnn_benchmarks/keras/README.md b/hpvm/test/dnn_benchmarks/keras/README.md
index c9be006c00d0a9016663faff8872b39714b2c429..ee17ba0b55d9d57a3dc16b243bdfebaf3ff5d489 100644
--- a/hpvm/test/dnn_benchmarks/keras/README.md
+++ b/hpvm/test/dnn_benchmarks/keras/README.md
@@ -1,5 +1,4 @@
 
-
 # Keras Frontend 
 
 Install Keras Frontend after moving to directory `/hpvm/hpvm/projects/keras`
@@ -64,22 +63,22 @@ List of benchmarks and the expected accuracies:
 
 | Benchmark       | Accuracy    |
 | ----------- | ----------- |
-| AlexNet-CIFAR10      | 79.28       |
-| AlexNet2-CIFAR10   | 84.98        |
-| AlexNet-ImageNet | 56.30 |
-| LeNet-MNIST | 98.70 | 
-| MobileNet-CIFAR10 | 84.42 |
-| ResNet18-CIFAR10 | 89.56 |
-| ResNet50-ImageNet | 75.10 |
-| VGG16-CIFAR10 | 89.96 |
-| VGG16-CIFAR100 | 66.50 |
-| VGG16-ImageNet | 69.46 |
+| alexnet.py      | 79.28       |
+| alexnet2.py   | 84.98        |
+| alexnet_imagenet.py | 56.30 |
+| lenet.py | 98.70 | 
+| mobilenet_cifar10.py | 84.42 |
+| resnet18_cifar10.py | 89.56 |
+| resnet50_imagenet.py | 75.10 |
+| vgg16_cifar10.py | 89.96 |
+| vgg16_cifar100.py | 66.50 |
+| vgg16_imagenet.py | 69.46 |
 
 
 ### Synopsis
 
 ```
-python ${BENCH_NAME}.py  [hpvm_reload|keras_reload]  [frontend] [compile]
+python3 ${BENCH_NAME}.py  [hpvm_reload|keras_reload]  [frontend] [compile]
 
 ```