Research Field‎ > ‎

Machine Learning & AI

Deep Learning

    • Deep learning-based object recognition


    Gesture recognition using only depth information

    • Machine learning-based human pose estimation (skeleton extraction) and gesture recognition
      • Hanguen Kim, Sangwon Lee, Dongsung Lee, Soonmin Choi, Jinsun Ju, and Hyun Myung, "Real-time human pose estimation and gesture recognition from depth images using superpixels and SVM classifier," Sensors, vol.15, no.6, pp.12410-12427, May 2015.
      • Hangeun Kim, Sangwon Lee, Youngjae Kim, Serin Lee, Dongsung Lee, Jinsun Ju, and Hyun Myung, "Weighted Joint-Based Human Behavior Recognition Algorithm using Only Depth Information for Low-Cost Intelligent Video-Surveillance System," Expert Systems With Applications, vol.45, pp.131-141, Mar. 2016.

      Human pose estimation using SVM

      Human behavior recognition


      • Deep learning-based human pose estimation (skeleton extraction) and gesture recognition
        • Seunghee Lee, Jungmo Koo, Hyungjin Kim, Kwangyik Jung, and Hyun Myung, "A Robust Estimation of 2D Human Upper-body Poses using Fully Convolutional Network," in Proc. Int'l Conf. on Robot Intelligence Technology and Applications (RiTA), Daejeon, Korea, Dec. 13 - 15, 2017. 


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