HAR

개요

• HAR(Human Activity Recognition) with RGB-D Cameras
• Kinect (RGB-D) Camera를 통해 획득한 영상 기반으로 사람의 행위를 인지

내용

• 영상 기반의 사람의 행위 인지 프로젝트
• 연속된 영상에서 특정 이미지를 선택
• RGB-D data를 활용하여 영상이 촬영된 시점의 영향을 낮추는 방안 연구
• 성별/연령이 다른 사람들의 데이터에 대해 편차를 낮추는 방안 연구

Skills

• Java (Kinect API)
• C++ (Open NI and Open CV and HCRF)
• Matlab (learning probablistic graph model)

Publication

Se K. Heo, Ye S. Shin, Hye S. Kim*, In C. Kim, "Design of an Arm Gesture Recognition System Using Feature Transformation and Hidden Markov Models" Journal of KIPS : Software and Data Engineering, Vol.2, No.10, pp.723-730, 2013.10

Hye S. Kim*, Yu M. Han, In C. Kim, "Design of a Human Activity Recognition System using Hidden Conditional Random Fields" Proceedings of the Korea Information Processing Society Conference Vol.20, No.2, pp.1332-1335, 2013.11

Hye S. Kim*, In C. Kim, "Activity Recognition using View and Scale Invariant Features" Proceedings of the Korean Information Science Society Conference, Vol.2014, No.6, pp.638-640, 2014.06

Hye S. Kim*, Joo H. Kim, Dong H. Kim, In C. Kim, "Design of a Real-Time Visual Loop Closure Detector using Key Frame Images," Proceedings of the Korea Information Processing Society Conference,, 2014.11

Hye S. Kim*, In C. Kim, "Human Activity Recognition using View-Invariant Features and Probabilistic Graphical Models," Journal of KIISE : Software and Applications, Vol.41, No.11, pp.927-934, 2014.11

Hye S. Kim*, In C. Kim, "Human Activity Recognition as Time-Series Analysis," Journal of Mathematical Problems in Engineering, 2015.10

Hye S. Kim*, In C. Kim, "Dynamic Arm Gesture Recognition Using Spherical Angle Features and Hidden Markov Models," Journal of Advances in Human-Computer Interaction, 2015.11