Selective Attention Camera for Real-world Sensing

• Project/Area Number: 15K12066
• Research Category: Grant-in-Aid for Challenging Exploratory Research
• Allocation Type: Multi-year Fund
• Research Field: Perceptual information processing
• Research Institution: Kyushu University
• Principal Investigator: Shimada Atsushi 九州大学, システム情報科学研究院, 准教授 (80452811)
• Project Period (FY): 2015-04-01 – 2018-03-31
• Project Status: Completed (Fiscal Year 2017)
• Budget Amount: ¥3,510,000 (Direct Cost: ¥2,700,000、Indirect Cost: ¥810,000); Fiscal Year 2016: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000); Fiscal Year 2015: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
• Keywords: 画像処理 / 物体検出 / 選択的注視

Outline of Final Research Achievements

This study developed a new camera system called "Selective Attention Camera". The camera concept is inspired by the selective attention sensing, and is realized with low costs for the purpose of general usage. We confirmed a high accuracy of object detection from a video sequence.

Research Products

• [Journal Article] Background light ray modeling for change detection (2016)
  • Author(s): Atsushi Shimada, Hajime Nagahara, Rin-ichiro Taniguchi
  • Journal Title: Journal of Visual Communication and Image Representation Volume: 38 Pages: 55-64
  • Peer Reviewed
• [Journal Article] 背景モデル低コスト化のためのヒストグラムの指数加重更新法 (2016)
  • Author(s): 峰松 翼, 五十嵐 正樹, 島田 敬士, 長原 一, 谷口 倫一郎
  • Journal Title: 画像電子学会誌 Volume: -
  • NAID: 130006078476
  • Peer Reviewed
• [Presentation] How does CNN grasp transparent object features? (2018)
  • Author(s): Roland Sireyjol, Atsushi Shimada, Tsubasa Minematsu, Hajime Nagahara, Rin-ichiro Taniguchi
  • Organizer: The International Workshop on Frontiers of Computer Vision (IW-FCV2018)
  • Int'l Joint Research
• [Presentation] CNN for face dection with thermal image (2018)
  • Author(s): Yibo Guo, 島田 敬士, 内山 英昭, 馬 超, 長原 一, 谷口 倫一郎
  • Organizer: 知覚情報／次世代産業システム合同研究会
• [Presentation] Analytics of Deep Neural Network in Change Detection (2017)
  • Author(s): Tsubasa Minematsu, Atsushi Shimada, Rin-Ichiro Taniguchi
  • Organizer: 14th IEEE International Conference on Advanced Video and Signal based Surveillance
  • Int'l Joint Research
• [Presentation] Background Initialization based on Bidirectional Analysis and Consensus Voting (2016)
  • Author(s): Tsubasa Minematsu, Atsushi Shimada, Rin-ichiro Taniguchi
  • Organizer: 2016 IEEE Scene Background Modeling Contest (SBMC 2016)
  • Place of Presentation: メキシコ
  • Year and Date: 2016-12-04
  • Int'l Joint Research
• [Presentation] 3D surveillance system using camera array (2016)
  • Author(s): Hideaki Uchiyama, Atsushi Shimada, Hajime Nagahara, Rin-ichiro Taniguchi
  • Organizer: The 11th International Workshop on Information Search, Integration, and Personalization (ISIP2016)
  • Place of Presentation: フランス
  • Year and Date: 2016-11-03
  • Int'l Joint Research
• [Presentation] Object Video Segmentation Using Superpixel Motion (2016)
  • Author(s): Mohamed Ahmed Abdelwahab, Tsubasa Minematsu, Hideaki Uchiyama, Atsushi Shimada, Moataz Mahmoud Abdelwahab, Rin-ichiro Taniguchi
  • Organizer: The 22nd Korea-Japan Joint Workshop on Frontiers of Computer Vision
  • Place of Presentation: 岐阜
  • Year and Date: 2016-02-17
  • Int'l Joint Research
• [Presentation] Adaptive Search of Background Models for Object Detection in Images Taken by Moving Cameras (2015)
  • Author(s): Tsubasa Minematsu, Hideaki Uchiyama, Atsushi Shimada, Hajime Nagahara, Rin-ichiro Taniguchi
  • Organizer: The International Conference on Image Processing (ICIP)
  • Place of Presentation: カナダ
  • Year and Date: 2015-09-27
  • Int'l Joint Research
• [Presentation] Change Detection on Light Field for Active Video Surveillance (2015)
  • Author(s): Atsushi Shimada, Hajime Nagahara, Rin-ichiro Taniguchi
  • Organizer: 12th IEEE International Conference on Advanced Video and Signal based Surveillance (AVSS)
  • Place of Presentation: ドイツ
  • Year and Date: 2015-08-25
  • Int'l Joint Research