Real Time action detection using AVA dataset

[Oytun Ulutan]

Hi all, 

I don't know if it is okay to post this here, but we got some exciting results from our model trained on the AVA dataset and I wanted to share it with the community. Since the atomic actions are very transferable between datasets/video settings, models trained on AVA dataset can be highly useful compared to previous large scale action datasets. We implemented a pipeline combining object detectors, trackers and our action detection model as explained in Actor Conditioned Attention Maps for Video Action Detection. After doing some tricks to make it run faster, we were able to achieve near real-time performance around 16 fps on a single 1080Ti using a webcam. Demo running on a webcam is available here and we have also made the demo code and model weights available to the community in GitHub. 

Thanks for releasing this dataset to the public.

Oytun Ulutan.

[David Ross]

Hi Oytun,

Thanks for sharing your work. These seem like great results, and I'm happy to see an AVA model transfer to new non-movie domain.

Regards,

David Ross

Google AI - Perception

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[Prashant]

Hi Oytun,

The results look amazing. Thank you very much for sharing your demo code. I am also working on a project related to action recognition. I will try to implement it today. Hope to learn a lot from your work.

Best regards,

Prashant 

[Trung Tín Nguyễn Khắc]

Hi Oytun,

I'm using Demo code and model weight. I want to use your model with our dataset to recognize human action in my country. 

So, Do you can give me source code of model of you? 

Contact me via email: trungtin10b1gmail.com

Thank you so much, 

Tin Nguyen

Vào 03:23:44 UTC+7 Thứ Tư, ngày 30 tháng 1 năm 2019, Oytun Ulutan đã viết: