Support for Binary Convolutional Neural Networks for ACL/ArmNN EPs

[goloskokovic]

Improve performance for Object Detection models on ARM architecture using XNOR-Networks: Binary Neural Networks: A Survey XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks

@mcaraman @Andrews548

@jywu-msft @prabhat00155

System information ONNX Runtime version 1.3.1

Describe the solution you'd like Develop SOTA on-device binary ONNX model support for ARMv8 that enable business to real-time decisions, deliver more efficient experiences to customers:

Mobilenet v1, Tensorflow, Arm NN on RPi4 Execution time : 209 ms XNOR binary model, Xnor.ai platform on RPi4 Execution time : 79.5 ms

Describe alternatives you've considered OpenVINO Toolkit Xnor.ai

Additional context ONNX model: resnet18_imagenet_binarization_xnor.onnx

[stale[bot]]

This issue has been automatically marked as stale due to inactivity and will be closed in 7 days if no further activity occurs. If further support is needed, please provide an update and/or more details.

[stale[bot]]

This issue has been automatically closed due to inactivity. Please reactivate if further support is needed.