diff --git a/hpvm/projects/keras/README.md b/hpvm/projects/keras/README.md
index 70828896b00ddb2c452b74a2275370b71ec7b5c4..7852e1fca775d0a184e02fe2f01746f750b2ac08 100644
--- a/hpvm/projects/keras/README.md
+++ b/hpvm/projects/keras/README.md
@@ -2,7 +2,7 @@
 
 ## Installing Dependencies
 
-### Updating pip
+### Updating pip:
 The pip version required in this subproject must be >= `19.3`.
 
 To upgrade pip:
@@ -46,15 +46,15 @@ List of benchmarks and the expected accuracies:
 
 | Benchmark       | Accuracy    |
 | ----------- | ----------- |
-| AlexNet-CIFAR10      | 79.16       |
-| AlexNet2-CIFAR10   | 85.10        |
+| AlexNet-CIFAR10      | 79.28       |
+| AlexNet2-CIFAR10   | 84.98        |
 | AlexNet-ImageNet | 56.30 |
-| LeNet-MNIST | 99.11 | todo: fix broken
-| MobileNet-CIFAR10 | 82.40 |
-| ResNet18-CIFAR10 | 89.52 |
+| LeNet-MNIST | 98.70 | 
+| MobileNet-CIFAR10 | 84.42 |
+| ResNet18-CIFAR10 | 89.56 |
 | ResNet50-ImageNet | 75.10 |
-| VGG16-CIFAR10 | 89.42 |
-| VGG16-CIFAR100 | 66.20 |
+| VGG16-CIFAR10 | 89.96 |
+| VGG16-CIFAR100 | 66.50 |
 | VGG16-ImageNet | 69.46 |
 
 Activate conda environment (above) before running benchmarks