| Presentation | 2015-07-02 [Invited Talk] Object Recognition with Depth Image by Machine Learning Hironobu Fujiyoshi, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper presents object recognition with point cloud and depth images, and its trends. There have been many various researches with depth information for detecting human, analyzing human flow, and recognizing action. In this paper, we report that machine learning with depth images obtains better performance than that with gray-scale images. We also present a human pose estimation method used for practical application such as gesture interaction, and discuss trends in depth image processing. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | depth image / point cloud / machine learning / object detection / action recognition / human pose estimation |
| Paper # | ICD2015-17 |
| Date of Issue | 2015-06-25 (ICD) |
| Conference Information | |
| Committee | ICD / ITE-IST |
|---|---|
| Conference Date | 2015/7/2(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | National Defense Academy |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Analog, Mixed Analog and Digital, RF, and Sensor Interface Circuitry |
| Chair | Minoru Fujishima(Hiroshima Univ.) / Shigetoshi Sugawa(Tohoku Univ.) |
| Vice Chair | Hideto Hidaka(Renesas) |
| Secretary | Hideto Hidaka(Hiroshima Univ.) / (Hokkaido Univ.) |
| Assistant | Makoto Takamiya(Univ. of Tokyo) / Hiroe Iwasaki(NTT) / Takashi Hashimoto(Panasonic) / Hiroyuki Ito(Tokyo Inst. of Tech.) / Pham Konkuha(Univ. of Electro-Comm.) |
| Paper Information | |
| Registration To | Technical Committee on Integrated Circuits and Devices / Technical Group on Information Sensing Technologies |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | [Invited Talk] Object Recognition with Depth Image by Machine Learning |
| Sub Title (in English) | |
| Keyword(1) | depth image |
| Keyword(2) | point cloud |
| Keyword(3) | machine learning |
| Keyword(4) | object detection |
| Keyword(5) | action recognition |
| Keyword(6) | human pose estimation |
| 1st Author's Name | Hironobu Fujiyoshi |
| 1st Author's Affiliation | Chubu University(Chubu Univ.) |
| Date | 2015-07-02 |
| Paper # | ICD2015-17 |
| Volume (vol) | vol.115 |
| Number (no) | ICD-124 |
| Page | pp.pp.13-18(ICD), |
| #Pages | 6 |
| Date of Issue | 2015-06-25 (ICD) |