Ensemble classification of video-recorded crowd movements

2021 12th International Symposium on Image and Signal Processing and Analysis (ISPA)(2021)

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摘要
Ensemble learning methods often improve results in problems addressed by single Machine Learning models. In this work, we apply Ensemble Learning on video-recorded crowd movements. First, we build Ensembles of homogeneous Convolutional Neural Networks (CNN) to compare their performance on the Crowd-11 dataset and show the gain of performance demonstrated by Ensembles compared to single CNN models....
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关键词
Ensemble classification,Deep learning,Video analysis,Crowd behavior analysis
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