Browsing by Author "Uddin, Md. Zia"

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    Human Activity Recognition using Depth Body Part Histograms and Hidden Markov Models
    (IEEE, 2016-10-28) Uddin, Md. Zia; Torresen, Jim; Jabid, Taskeed
    This paper proposes a novel approach for human activity recognition based on body part histograms and Hidden Markov Models. From a depth video frame, body parts are segmented first using a trained random forest. Then, a histogram for each body part is combined to represent histogram features for a depth image. The depth video activity features are then applied on hidden Markov models for training and recognition. The proposed method was superior when compared with other conventional approaches.