Action Recognition

3d convolutional neural networks for human action recognition

• paper: http://www.cs.odu.edu/~sji/papers/pdf/Ji_ICML10.pdf

Two-stream convolutional networks for action recognition in videos

Long-term Recurrent Convolutional Networks for Visual Recognition and Description

• arxiv: http://arxiv.org/abs/1411.4389

Finding action tubes

• intro: “built action models from shape and motion cues. They start from the image proposals and select the motion salient subset of them and extract saptio-temporal features to represent the video using the CNNs.”
• arxiv: http://arxiv.org/abs/1411.6031

Action recognition with trajectory-pooled deepconvolutional descriptors

• paper: http://120.52.73.10/www.cv-foundation.org/openaccess/content_cvpr_2015/papers/Wang_Action_Recognition_With_2015_CVPR_paper.pdf

Action Recognition by Hierarchical Mid-level Action Elements

• paper: http://cvgl.stanford.edu/papers/tian2015.pdf

Contextual Action Recognition with R*CNN

• paper: http://arxiv.org/abs/1505.01197
• code: https://github.com/gkioxari/RstarCNN

Action Recognition using Visual Attention(LSTM/RNN)

• arXiv: http://arxiv.org/abs/1511.04119
• project page: http://shikharsharma.com/projects/action-recognition-attention/
• github(Python/Theano): https://github.com/kracwarlock/action-recognition-visual-attention

Multi-velocity neural networks for gesture recognition in videos

• arxiv: http://arxiv.org/abs/1603.06829

ActivityNet: A Large-Scale Video Benchmark for Human Activity Understanding

• homepage: http://activity-net.org/