Face Recognition System using Hierarchical Pseudo Fisher Matrix

使用分层伪 Fisher 矩阵的人脸识别系统

• 批准号: 22700157
• 负责人: FUKUMIZU Yohei
• 金额: $ 2.5万
• 依托单位: Ritsumeikan University
• 依托单位国家: 日本
• 项目类别: Grant-in-Aid for Young Scientists (B)
• 财政年份: 2010
• 资助国家: 日本
• 起止时间: 2010 至 2012
• 项目状态: 已结题
• 来源: https://kaken.nii.ac.jp/grant/KAKENHI-PROJECT-22700157/
• 关键词: 画像認識; 機械学習; 認知科学; 脳型計算; 画像、文章、音声等認識; システムオンチップ

The increase in available computational power has led to the current widespread use of face recognition and detection systems. It is expected that many applications will be developed including, in particular, those designed to track and identify suspicious persons, which will enhance the functionality of security cameras. This study is concerned with algorithms that address face detection and face recognition, and face organ detection that connects them. We develop face organ detection, face detection, and recognition algorithms that show a high-level performance, as well as robustness against disturbances such as ambient light, referring to the mechanism that humans use to recognize each other. The performance results are presented. In addition, we extend the results of the study to recognition systems for personal behavior.

可用计算能力的增加导致了当前人脸识别和检测系统的广泛使用。预计将开发许多应用程序，特别是那些旨在跟踪和识别可疑人员的应用程序，这将增强安全摄像头的功能。这项研究涉及人脸检测和人脸识别的算法，以及连接它们的人脸器官检测。我们开发了人脸器官检测、人脸检测和识别算法，这些算法表现出高水平的性能，以及对环境光等干扰的鲁棒性，指的是人类用来识别彼此的机制。给出了性能测试结果。此外，我们还将研究结果扩展到个人行为识别系统。

项目成果

Local Gabor Directional Pattern Histogram Sequence (LGDPHS) for Age and Gender Classification

用于年龄和性别分类的局部 Gabor 方向模式直方图序列 (LGDPHS)

• 发表时间: 2011
• 作者: Atsushi Higashi;Toshiyuki Yasui;Yohei Fukumizu ;Hironori Yamauchi
• 通讯作者: Hironori Yamauchi

Age and Gender Estimation Using Global and Local Features with AAM and LGDPHS

通过 AAM 和 LGDPHS 使用全局和局部特征进行年龄和性别估计

• 发表时间: 2012
• 期刊: 画像電子学会誌
• 作者: Atsushi Higashi;Yohei Fukumizu,Tomonori Izumi;Hironori Yamauchi
• 通讯作者: Hironori Yamauchi

Expression Recognition using Local Gabor Directional Pattern Histogram Sequence (LGDPHS)

使用局部 Gabor 方向模式直方图序列 (LGDPHS) 进行表情识别

• 发表时间: 2012
• 作者: Yohei Fukumizu ;Hironori Yamauchi
• 通讯作者: Hironori Yamauchi

High Accuracy Eyes Detection Method by Using Gabor Filter and Dividing Emphasis Processing

利用Gabor滤波器和分割强调处理的高精度眼睛检测方法

• 发表时间: 2010
• 期刊: Proc.2010 International Workshop on Smart Info-Media Systems in Asia
• 作者: M.Kamiya;Y.Fukumizu;H.Yamauchi
• 通讯作者: H.Yamauchi