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WaqasSultani avatar WaqasSultani commented on July 23, 2024

Hi Mourad,
Sorry, I don't have those features. However, you don't have to use C3D. It's just the video features that we used in our paper. You can use I3D (https://github.com/deepmind/kinetics-i3d/blob/master/i3d.py) or Multifiber network (https://github.com/cypw/PyTorch-MFNet). I believe you should be able to compute them.
I got an email from someone that he used I3D instead of C3D and got better results.
I believe I3D or Multifiber network could be easily run on freely available GPU (Google Collab).
Good luck with your MS thesis.

Best,

from anomalydetectioncvpr2018.

mourad1081 avatar mourad1081 commented on July 23, 2024

Hello, thank you very much for your answer. I'll dig further on what you suggest me.

Thanks,

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Anirudh58 avatar Anirudh58 commented on July 23, 2024

Hi @mourad1081

Just a suggestion if you are still trying to use C3D, I had a similar running out of memory problem since I did not have any powerful GPU.
You can however, evade this issue by explicitly mentioning that you want to use only CPU.
The script inside c3d_sport1m_feature_extraction_video.sh should be changed as follows.

GLOG_logtosterr=1 ../../build/tools/extract_image_features.bin prototxt/c3d_sport1m_feature_extractor_video.prototxt conv3d_deepnetA_sport1m_iter_1900000 -1 10 100000 prototxt/output_video_list.txt fc6-1

The '-1' mentions that you want to use only CPU.

It will however be very slow, obviously. Took me almost 4 days to extract FC6 features from 1600 videos.

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mourad1081 avatar mourad1081 commented on July 23, 2024

Hello @Anirudh58 ,

Thank you for your suggestion. I have tried that workaround some weeks ago but it was too slow (I had to let my computer run for a hundred days 24/7).

Fortunately, a friend bought me a GTX 1080 and everything works fine regarding C3D. It took roughly one hour to process several hours of video.

from anomalydetectioncvpr2018.

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