Are there benchmarks for assessing the speed of the forward-pass of neural networks?

2

I have a task where I would like to use a convolutional neural network (CNN). I would like to incrementally start from the fastest models, fine-tune and see whether they fit my "budget". At the moment, I'm just looking at object detection CNN-based feedforward models.

I'm curious to know if there is any article, blog, web page or gist that benchmarks the popular CNN models based on the forward-pass speed. If there is back-propagation time and dataset-wise performance, even better!

The Nomadic Coder

Posted 2018-07-05T11:56:28.173

Reputation: 123

Answers

1

https://github.com/jcjohnson/cnn-benchmarks might be a good start. It mostly focuses on GPUs, but there is also one CPU (Dual Xeon E5-2630 v3).

cantordust

Posted 2018-07-05T11:56:28.173

Reputation: 851