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List of Demos

models directory contains scripts for the following models, which download the pretrained models, compile and deploy them using HALO on X86-CPU or NVGPU. Please refer to Instruction.md for more details about how to run the examples.

Image Classification

Model Class Model Source HALO Examples
AlexNet PyTorch models/vision/classification/alexnet
CaffeNet BVLC/Caffe models/vision/classification/caffenet
DenseNet-121 PyTorch models/vision/classification/densenet
GoogleNet PyTorch models/vision/classification/googlenet
Inception_V1 ONNX models/vision/classification/inception
Inception_V3 PyTorch models/vision/classification/inception
MNIST TensorFlow Tutorial models/vision/classification/mnist_simple
MobileNet_V2 PyTorch models/vision/classification/mobilenet
Resnet V1-18 ONNX models/vision/classification/resnet
ResNet V2-50 ONNX models/vision/classification/resnet
ResNet V2-101 ONNX models/vision/classification/resnet
ShuffleNet ONNX models/vision/classification/shufflenet
ShuffleNet_V2 ONNX
SqueezeNet_10 PyTorch models/vision/classification/squeezenet
SqueezeNet_11 PyTorch models/vision/classification/squeezenet
VGG-16 PyTorch models/vision/classification/vgg
VGG-19 PyTorch models/vision/classification/vgg

Object Detection & Segmentation

Model Class Model Source HALO Examples
YOLO v3 ONNX models/vision/detection/yolo
UNet PyTorch models/vision/segmentation/unet