Torch7+OpenCV+ConvNets
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age_gender
face_recognition
imagenet_classification
neuraltalk2
texture_nets
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README.md

README.md

Torch7-OpenCV demos

Real-time demos that use deep convolutional neural networks to classify and caption what they see in real-time from a webcam stream.

All demos use CPU, but it's trivial to fix them to work with CUDA or OpenCL.

There's a Docker image to make installation & experiments easier.

Otherwise...

Quick install on OS X:

brew instal opencv3 --with-contrib
OpenCV_DIR=/usr/local/Cellar/opencv3/3.1.0/share/OpenCV luarocks install cv
brew install protobuf
luarocks install loadcaffe

In Linux you have to build OpenCV 3 manually. Follow the instructions in

ImageNet classification

The demo simply takes a central crop from a webcam and uses a small ImageNet classification pretrained network to classify what it see on it. top-5 predicted classes are shown on top, the top one is the most probable.

Run as th demo.lua

Example:

sunglasses

Age&Gender prediction

This demo uses two networks described here http://www.openu.ac.il/home/hassner/projects/cnn_agegender/ to predict age and gender of the faces that it finds with a simple cascade detector.

Run as

th demo.lua video_source [path-to-'haarcascade_frontalface_default.xml']

Where video_source is camera or path to a video file, and the second argument is optional.

IMAGINE Lab gives an example:

age&gender

NeuralTalk2 demo

This demo uses NeuralTalk2 captioning code from Andrej Karpathy: https://github.com/karpathy/neuraltalk2

The code captions live webcam demo. Follow the installation instructions at https://github.com/karpathy/neuraltalk2 first and then run the demo as:

th videocaptioning.lua -gpuid -1 -model model_id1-501-1448236541_cpu.t7

Caption is displayed on top:

neuraltalk2

Realtime stylization with texture networks

Check https://github.com/DmitryUlyanov/texture_nets

screen shot 2016-04-25 at 00 08 15

Credits

2016 Sergey Zagoruyko and Egor Burkov

Thanks to VisionLabs for putting up https://github.com/VisionLabs/torch-opencv bindings!