Comments (4)
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.
Hello, thank you very much for your answer. I'll dig further on what you suggest me.
Thanks,
from anomalydetectioncvpr2018.
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.
from anomalydetectioncvpr2018.
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.
Related Issues (20)
- Error while compile model in TrainingAnomalyDetector_public.py HOT 1
- Evaluate_Anomaly_Detector on python HOT 1
- How does it show accuracy?
- TypeError: __init__() missing 1 required positional argument: 'units' when run Test_Anomaly_Detector_public.py HOT 5
- link is broken in readme HOT 1
- Test_Anomaly_Detector_public.py written in Python 2 HOT 3
- Test_Anomaly_Detector_public.py error due to tensorflow version HOT 1
- colab
- Pytorch Version (including I3D features) HOT 2
- Which tensorflow version should I install?
- Error when running DEMO_GUI.py
- How will the performance change if we change the number of training samples?
- Issue regarding conversion of model.json file to model.pb file HOT 4
- any proposal with tensor RT ??
- TypeError: ('Keyword argument not understood:', 'W_constraint') HOT 4
- Make annotation file.
- Real-time Application HOT 2
- AttributeError: 'Tensor' object has no attribute 'broadcastable'
- What is the license for this project?
- TypeError: ('Keyword argument not understood:', 'W_constraint')
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