Smoking Action Recognition Based on Spatial-Temporal Convolutional Neural Networks

机译：基于时空卷积神经网络的吸烟行为识别

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In this work, we propose a system that can recognize smoking action. It utilizes data balancing and data augmentation based on GoogLeNet and Temporal segment networks architecture to achieve effective smoking action recognition. The experimental results show that the smoking accuracy rate can reach 100% for Hmdb51 test dataset. For additional irrelevant movie smoking clips, the accuracy can also be as high as 91.67%.

机译：在这项工作中，我们提出了一个可以识别吸烟行动的系统。它利用基于Googlenet和时间段网络架构的数据平衡和数据增强，以实现有效的吸烟动作识别。实验结果表明，对于HMDB51测试数据集，吸烟精度率可以达到100 \％。对于额外的无关电影吸烟夹，准确性也可以高达91.67 \％。

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《Asia-Pacific Signal and Information Processing Association Annual Summit and Conference》|2018年|1616-1619|共4页
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Chien-Fang Chiu; Chien-Hao Kuo; Pao-Chi Chang;
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Training; Computer vision; Streaming media; Motion pictures; Three-dimensional displays; Optical flow; Deep learning;

机译：培训;计算机视觉;流媒体;电影;三维显示器;光流;深度学习;

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1. Segment spatial-temporal representation and cooperative learning of convolution neural networks for multimodal-based action recognition [J] . Ren Ziliang, Zhang Qieshi, Cheng Jun, Neurocomputing . 2021,第Apra14期

机译：段空间 - 时间代表与基于多式联动作识别的卷积神经网络的合作学习
2. Spatial-temporal pyramid based Convolutional Neural Network for action recognition [J] . Zheng Zhenxing, An Gaoyun, Wu Dapeng, Neurocomputing . 2019,第SEPa17期

机译：基于时空金字塔的卷积神经网络的动作识别
3. Spatial-temporal pyramid based Convolutional Neural Network for action recognition [J] . Zheng Zhenxing, An Gaoyun, Wu Dapeng, Neurocomputing . 2019,第Sepa17期

机译：基于空间金字塔的动作识别卷积神经网络
4. Smoking Action Recognition Based on Spatial-Temporal Convolutional Neural Networks [C] . Chien-Fang Chiu, Chien-Hao Kuo, Pao-Chi Chang Asia-Pacific Signal and Information Processing Association Annual Summit and Conference . 2018

机译：基于空间卷积神经网络的吸烟动作识别
5. Improving Facial Action Unit Recognition Using Convolutional Neural Networks [D] . Han, Shizhong. 2017

机译：使用卷积神经网络改善面部动作单元识别
6. Skeleton Driven Action Recognition Using an Image-Based Spatial-Temporal Representation and Convolution Neural Network [O] . Vinícius Silva, Filomena Soares, Celina P. Leão, 2021

机译：骨架驱动动作识别使用基于图像的空间时间表示和卷积神经网络
7. Skeleton Driven Action Recognition Using an Image-Based Spatial-Temporal Representation and Convolution Neural Network [O] . Vinícius Silva, Filomena Soares, Celina P. Leão, 2021

机译：骨架驱动动作识别使用基于图像的空间时间表示和卷积神经网络

Smoking Action Recognition Based on Spatial-Temporal Convolutional Neural Networks

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