Deep Learning in a Single File for Smart Devices

http://dmlc.ml/mxnet/2015/11/10/deep-learning-in-a-single-file-for-smart-device.html

by sungeuns • 11 years ago

40 7 11 years ago

IanCal• 11 years ago

This is a nice overview, but needs some editing as I guess this is not the author's first language (but still written better than I could in my second language). The meat of it is there, but I think it needs a once-over from either a native speaker or someone more fluent.

I think there's some content still to be added here:

Then we remove some layers. then further remove somethings, but now the results are too pool. more explains, and the results table.
After compiled library for smart platform, the last thing is call C-API in the target language (Jave/Swift).

"After the library is compiled for the smart platform, the last thing to do is call the C API from the target language (Java/Swift)".

On the actual topic, I really like the ability now to take powerful recognition frameworks and put them onto "small" devices. Great work.

antinucleon• 11 years ago

The author is here :) Thanks for your suggestion. The detail of network modification will be released in my thesis, there is a "fast good net" but currently I don't have time to make it faster, so I simply use fast poor net.

joshvm2• 11 years ago

I saw a demo of a deep convnet (I assume) running on a tablet at a conference recently. While it's limited to the vocabulary that the net is trained on, it's seriously impressive seeing this stuff work in realtime.

One of the other speakers was giving a tech demo using his webcam. He was looking around for a mug to demonstrate that the classification was good and could work quickly. In the meantime the camera was looking behind him on stage and correctly classified the image as "theatre curtains". It was particularly cool because image processing results are often cherrypicked to show optimal performance and you learn to be skeptical.

zk00006• 11 years ago

Thumb up for Qualcomm demo and Andrea Vedaldi presentation of MatConvNet presented at ICVSS 2015 summer school (not a conference). Both pieces made similar impression on me.

oxplot• 11 years ago

Any links?

joshvm2• 11 years ago

Yep I was thinking of Vedaldi's presentation - my bad, it was indeed a summer school. They all blur into one these days!

Aardwolf• 11 years ago

Link to the actual 30k line C++ file: https://raw.githubusercontent.com/jdeng/gomxnet/master/mxnet...

Compiles with "clang++ -lblas mxnet.cc -std=c++11", so I'm not disappointed :)

Deep Learning in a Single File for Smart Devices

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