video activity recognition
TRANSCRIPT
Video Activity Recognition
Team:Andrii DidkivskyiNickolay MykhalychOleksii MoskalenkoOlena ShevchenkoOrest KupynPylyp ShurpykSviatoslav Sheipak
Mentor:Andrii Lyubonko
LVDS 2017
ResultsModels Validation score, %
LTRCN 50 frames 68,5
LTRCN 16 frames with stride 8 ~60*
LTRCN 50 frames with batch
normalized LSTM
73,2
LTRCN - Long-term recurrent convolution network
* - to be improved...
References1. Cooijmans, Tim, et al. "Recurrent batch normalization." arXiv preprint
arXiv:1603.09025 (2016). https://arxiv.org/pdf/1603.09025.pdf
2. http://www.cv-foundation.org/openaccess/content_cvpr_2015/papers/Donah
ue_Long-Term_Recurrent_Convolutional_2015_CVPR_paper.pdf
3. https://arxiv.org/pdf/1411.4389.pdf
4. https://arxiv.org/pdf/1705.07750.pdf
5. http://colah.github.io/posts/2015-08-Understanding-LSTMs/