Recognition of very low quality images using active preprocessing and environment adaptive learning

• Project/Area Number: 24240028
• Research Category: Grant-in-Aid for Scientific Research (A)
• Allocation Type: Single-year Grants
• Section: 一般
• Research Field: Perception information processing/Intelligent robotics
• Research Institution: Nagoya University
• Principal Investigator: Murase Hiroshi 名古屋大学, 情報科学研究科, 教授 (90362293)
• Co-Investigator(Kenkyū-buntansha): 井手 一郎 名古屋大学, 情報科学研究科, 准教授 (10332157) ; 出口 大輔 名古屋大学, 情報連携統括本部, 准教授 (20437081) ; 川西 康友 名古屋大学, 情報科学研究科, 助教 (50755147) ; 平山 高嗣 名古屋大学, 情報科学研究科, 准教授 (10423021) ; 高橋 友和 岐阜聖徳学園大学, 経済情報学部, 准教授 (90397448) ; 目加田 慶人 中京大学, 工学部, 教授 (00282377)
• Project Period (FY): 2012-04-01 – 2017-03-31
• Project Status: Completed (Fiscal Year 2016)
• Budget Amount: ¥45,630,000 (Direct Cost: ¥35,100,000、Indirect Cost: ¥10,530,000); Fiscal Year 2016: ¥9,490,000 (Direct Cost: ¥7,300,000、Indirect Cost: ¥2,190,000); Fiscal Year 2015: ¥11,050,000 (Direct Cost: ¥8,500,000、Indirect Cost: ¥2,550,000); Fiscal Year 2014: ¥10,270,000 (Direct Cost: ¥7,900,000、Indirect Cost: ¥2,370,000); Fiscal Year 2013: ¥9,880,000 (Direct Cost: ¥7,600,000、Indirect Cost: ¥2,280,000); Fiscal Year 2012: ¥4,940,000 (Direct Cost: ¥3,800,000、Indirect Cost: ¥1,140,000)
• Keywords: パタン認識 / 画像処理 / 監視カメラ / 車載カメラ / 低品質画像 / パターン認識

Outline of Final Research Achievements

The purpose of this research is to develop an accurate recognition algorithm for low quality images such as image sequences from in-vehicle cameras or surveillance cameras. We proposed several new algorithms including pre-processing methods such as super-resolution or region selective feature extraction, and location adaptive recognition methods using on-line learning. We also proposed a visibility estimation method for appropriate feedback of recognition results. Experimental results on real-world data demonstrated the superiority of the proposed methods in terms of recognition rate.

Research Products

• [Journal Article] Human Wearable Attribute Recognition Using Probability-Map-Based Decomposition of Thermal Infrared Images (2017)
  • Author(s): Brahmastro Kresnaraman, Yasutomo Kawanishi, Daisuke Deguchi, Tomokazu Takahashi, Yoshito Mekada, Ichiro Ide, Hiroshi Murase
  • Journal Title: IEICE Trans. Fundamentals Volume: E100-A, No.3 Issue: 3 Pages: 854-864
  • DOI: 10.1587/transfun.e100.a.854 10.1587/transfun.E100.A.854
  • NAID: 130005397013
  • ISSN: 0916-8508, 1745-1337
  • Peer Reviewed / Acknowledgement Compliant
• [Journal Article] Single Camera Vehicle Localization Using Feature Scale Tracklets (2017)
  • Author(s): David Robert Wong, Daisuke Deguchi, Ichiro Ide, Hiroshi Murase
  • Journal Title: IEICE Trans. Fundamentals Volume: E100-A, No.2 Issue: 2 Pages: 702-713
  • DOI: 10.1587/transfun.e100.a.702 10.1587/transfun.E100.A.702
  • NAID: 130005305990
  • ISSN: 0916-8508, 1745-1337
  • Peer Reviewed / Acknowledgement Compliant
• [Journal Article] Pedestrian Detection by Scene Adaptation Based on False Positive Mining (2016)
  • Author(s): 鈴木 悠暉, 出口 大輔, 川西 康友, 井手 一郎, 村瀬 洋
  • Journal Title: Journal of the Japan Society for Precision Engineering Volume: 82(12) Issue: 12 Pages: 1085-1091
  • DOI: 10.2493/jjspe.82.1085
  • NAID: 130005179279
  • ISSN: 0912-0289, 1882-675X
  • Peer Reviewed / Acknowledgement Compliant
• [Journal Article] Using Super-Pixels and Human Probability Map for Automatic Human Subject Segmentation (2016)
  • Author(s): Esmaeil Pourjam, Daisuke Deguchi, Ichiro Ide, Hiroshi Murase
  • Journal Title: IEICE Trans. Fundamentals Volume: E99-A, No.5 Issue: 5 Pages: 943-953
  • DOI: 10.1587/transfun.e99.a.943 10.1587/transfun.E99.A.943
  • NAID: 130005148599
  • ISSN: 0916-8508, 1745-1337
  • Peer Reviewed / Acknowledgement Compliant
• [Journal Article] Reconstructing Face Image from the Thermal Infrared Spectrum to the Visible Spetrum (2016)
  • Author(s): Brahmastro Kresnaraman, Daisuke Deguchi, Tomokazu Takahashi, Yoshito Mekada, Ichiro Ide, Hiroshi Murase
  • Journal Title: Sensors Volume: 16(4) Pages: 1-16
  • DOI: 10.3390/s16040568
  • Peer Reviewed / Acknowledgement Compliant
• [Journal Article] Subtraction-Based General Forward Obstacle Detection from In-Vehicle Camera Images using Extended Census Transform (2016)
  • Author(s): 久徳 遙矢, 出口 大輔, 高橋 友和, 目加田 慶人, 井手 一郎, 村瀬 洋
  • Journal Title: IEEJ Trans. EIS Volume: 136(4) Issue: 4 Pages: 588-589
  • DOI: 10.1541/ieejeiss.136.588
  • NAID: 130005141635
  • ISSN: 0385-4221, 1348-8155
  • Peer Reviewed / Acknowledgement Compliant
• [Journal Article] Prediction of Driver's Pedestrian Detectability Considering Characteristics of Human Fields-of-View while Driving (2016)
  • Author(s): 谷繁 龍之介, 道満 恵介, 出口 大輔, 目加田 慶人, 井手 一郎, 村瀬 洋
  • Journal Title: 電子情報通信学会論文誌D 情報・システム Volume: J99-D-1 Issue: 1 Pages: 56-66
  • DOI: 10.14923/transinfj.2015HAP0015
  • ISSN: 1880-4535, 1881-0225
  • Peer Reviewed / Acknowledgement Compliant
• [Journal Article] 赤外線センサアレイを用いた人体追跡 ～温度と空間に関する局所鋭敏性ヒストグラムの提案～ (2016)
  • Author(s): 細野 峻司, 高橋 友和, 出口 大輔, 井手 一郎, 村瀬 洋, 相澤 知禎, 川出 雅人
  • Journal Title: 電子情報通信学会論文誌 Volume: J99-D-1 Pages: 119-129
  • Peer Reviewed / Acknowledgement Compliant
• [Journal Article] Statistical Shape Feedback for Human Subject Segmentation (2015)
  • Author(s): Esmaeil Pourjam, Daisuke Deguchi, Ichiro Ide, Hiroshi Murase
  • Journal Title: IEEJ Trans. EIS Volume: 135-C-8 Issue: 8 Pages: 1000-1008
  • DOI: 10.1541/ieejeiss.135.1000
  • NAID: 130005090631
  • ISSN: 0385-4221, 1348-8155
  • Peer Reviewed / Acknowledgement Compliant
• [Journal Article] Ego-localization by Searching in a Streetview Database using a Sequence of Image Distance based on the Positional Relation between In-vehicle Cameras (2014)
  • Author(s): 久徳 遙矢, 出口 大輔, 高橋 友和, 目加田 慶人, 井手 一郎, 村瀬 洋
  • Journal Title: IEEJ Trans. EIS Volume: 134 Issue: 5 Pages: 702-710
  • DOI: 10.1541/ieejeiss.134.702
  • NAID: 130004870041
  • ISSN: 0385-4221, 1348-8155
  • Peer Reviewed / Acknowledgement Compliant
• [Journal Article] 空間的な人数分布推定のための記憶型回帰 (2014)
  • Author(s): 田渕 義宗, 出口 大輔, 井手 一郎, 村瀬 洋, 高橋 友和, 黒住 隆行, 柏野 邦夫
  • Journal Title: 画像ラボ Volume: 25(12) Pages: 55-60
  • Acknowledgement Compliant
• [Journal Article] 摂動特徴量による人体形状モデル高速フィッティング (2013)
  • Author(s): 木下 航一, 村瀬 洋
  • Journal Title: 電子情報通信学会論文誌 Volume: J96-D Pages: 1935-1943
  • Peer Reviewed
• [Journal Article] 低解像度QRコード認識のための2値グリッド拘束付き2段階超解像 (2013)
  • Author(s): 加藤 祐二
  • Journal Title: 電子情報通信学会論文誌 Volume: J96-D, No.2 Pages: 328-337
  • Peer Reviewed
• [Journal Article] Cross-pose face recognition - a virtual view generation approach using clustering based LVTM (2013)
  • Author(s): Xi Li
  • Journal Title: IEICE Transaction on Information and Systems Volume: E96-D Pages: 531-537
  • Peer Reviewed
• [Journal Article] 自車位置推定のための車載カメラ映像と市街地映像データベースの位置ずれや遮蔽に頑健なフレーム対応付け (2012)
  • Author(s): 久徳 遙矢
  • Journal Title: 電子情報通信学会論文誌 Volume: J95-D, No.11 Pages: 1973-1982
  • Peer Reviewed
• [Presentation] Deep Manifold Embedding for 3D Object Pose Estimation (2017)
  • Author(s): Hiroshi Ninomiya, Yasutomo Kawanishi, Daisuke Deguchi, Ichiro Ide, Hiroshi Murase, Norimasa Kobori, Yusuke Nakano
  • Organizer: the International Conference on Computer Vision Theory and Applications
  • Place of Presentation: Porto
  • Int'l Joint Research
• [Presentation] Can a Driver Assistance System Determine if a Driver is Perceiving a Pedestrian? -Consideration of the Driver’s Visual Adaptation to Illumination Change- (2017)
  • Author(s): Yuki Imaeda, Takatsugu Hirayama, Yasutomo Kawanishi, Daisuke Deguchi, Ichiro Ide, Hiroshi Murase
  • Organizer: the International Conference on Computer Vision Theory and Applications
  • Place of Presentation: Porto
  • Int'l Joint Research
• [Presentation] Can We Detect Pedestrians using Low-resolution LIDAR? -Integration of Multi-frame Point-clouds- (2017)
  • Author(s): Yoshiki Tatebe, Daisuke Deguchi, Yasutomo Kawanishi, Ichiro Ide, Hiroshi Murase, Utsushi Sakai
  • Organizer: the International Conference on Computer Vision Theory and Applications
  • Place of Presentation: Porto
  • Int'l Joint Research
• [Presentation] HandWaving Gesture Detection Using a Far-Infrared Sensor Array with Thermo-Spatial Region of Interest (2016)
  • Author(s): Chisato Toriyama, Yasutomo Kawanishi, Tomokazu Takahashi, Daisuke Deguchi, Ichiro Ide, Hiroshi Murase, Tomoyoshi Aizawa, Masato Kawade
  • Organizer: the International Conference on Computer Vision Theory and Applications (VISAPP) 2016
  • Place of Presentation: Rome
  • Year and Date: 2016-02-29
  • Int'l Joint Research
• [Presentation] Image transformation of eye areas for synthesizing eye-contacts in video conferencing (2016)
  • Author(s): Takuya Inoue, Tomokazu Takahashi, Takatsugu Hirayama, Yasutomo Kawanishi, Daisuke Deguchi, Ichiro Ide, Hiroshi Murase, Takayuki Kurozumi, Kunio Kashino
  • Organizer: the International Conference on Computer Vision Theory and Applications (VISAPP) 2016
  • Place of Presentation: Rome
  • Year and Date: 2016-02-29
  • Int'l Joint Research
• [Presentation] Human Wearable Attribute Recognition using Decomposition of Thermal Infrared Images (2016)
  • Author(s): Brahmastro Kresnaraman, Yasutomo Kawanishi, Daisuke Deguchi, Tomokazu Takahashi, Yoshito Mekada, Ichiro Ide, Hiroshi Murase
  • Organizer: the 22th Korea-Japan Joint Workshop on Frontiers of Computer Vision (FCV2016)
  • Place of Presentation: Takayama
  • Year and Date: 2016-02-19
  • Int'l Joint Research
• [Presentation] Human Body Segmentation Using Texture Aware Grab-cut and Statistical Shape Models (2016)
  • Author(s): Esmaeil Pourjam, Yasutomo Kawanishi, Ichiro Ide, Daisuke Deguchi, Hiroshi Murase
  • Organizer: the 22th Korea-Japan Joint Workshop on Frontiers of Computer Vision (FCV2016)
  • Place of Presentation: Takayama
  • Year and Date: 2016-02-17
  • Int'l Joint Research
• [Presentation] Misclassification Tolerable Learning for Robust Pedestrian Orientation Classification (2016)
  • Author(s): Yasutomo Kawanishi, Daisuke Deguchi, Ichiro Ide, Hiroshi Murase, Hironobu Fujiyoshi
  • Organizer: International Conference on Pattern Recognition (ICPR)
  • Place of Presentation: Cancun
  • Int'l Joint Research
• [Presentation] Recognition of Texting-While-Walking by Joint Features based on Arm and Head Poses (2016)
  • Author(s): Fumito Shinmura, Yasutomo Kawanishi, Daisuke Deguchi, Ichiro Ide, Hiroshi Murase, Hironobu Fujiyoshi
  • Organizer: ACCV'16 Workshop on Computer Vision Technology for SmartVehicles
  • Place of Presentation: Taipei
  • Int'l Joint Research
• [Presentation] Moving camera background-subtraction for obstacle detection on railway tracks (2016)
  • Author(s): Hiroki Mukoujima, Daisuke Deguchi, Yasutomo Kawanishi, Ichiro Ide, Hiroshi Murase, Masato Ukai, Nozomi Nagamine, Ryuta Nakasone
  • Organizer: IEEE International Conference on Image Processing (ICIP2016)
  • Place of Presentation: Phoenix
  • Int'l Joint Research
• [Presentation] Parts Selective DPM for detection of pedestrians possessing an umbrella (2016)
  • Author(s): Yuto Shimbo, Yasutomo Kawanishi, Daisuke Deguchi, Ichiro Ide, Hiroshi Murase
  • Organizer: IEEE Intelligent Vehicles Symposium (IV2016)
  • Place of Presentation: Gothenburg
  • Int'l Joint Research
• [Presentation] Position Interpolation using Feature Point Scale for Decimeter Visual Localization (2015)
  • Author(s): David Robert Wong, Daisuke Deguchi, Ichiro Ide, Hiroshi Murase
  • Organizer: 2015 IEEE International Conference on Computer Vision (ICCV2011) Workshops
  • Place of Presentation: Santiago, Chile
  • Year and Date: 2015-12-12
  • Int'l Joint Research
• [Presentation] Detector Ensemble based on False Positive Mining for Pedestrian Detection (2015)
  • Author(s): Yuya Suzuki, Yasutomo Kawanishi, Daisuke Deguchi, Ichiro Ide, Hiroshi Murase
  • Organizer: The 3rd IAPR Asian Conference on Pattern Recognition (ACPR2015)
  • Place of Presentation: Kuala Lumpur
  • Year and Date: 2015-11-06
  • Int'l Joint Research
• [Presentation] Human Tracking using a Far-Infrared Sensor Array and a Thermo-Spatial Sensitive Histogram (2015)
  • Author(s): Takashi Hosono, Tomokazu Takahashi, Daisuke Deguchi, Ichiro Ide, Hiroshi Murase, Tomoyoshi Aizawa, Masato Kawade
  • Organizer: Workshop on User-Centred Computer Vision
  • Place of Presentation: シンガポール
  • Year and Date: 2015-11-01
• [Presentation] Distant Pedestrian Re-Detection from an in-Vehicle Camera based on Detections by Other Vehicles (2015)
  • Author(s): Yasutomo Kawanishi, Daisuke Deguchi, Ichiro Ide, Hiroshi Murase, Hironobu Fujiyoshi
  • Organizer: 2015 IEEE Conference on Intelligent Transportation Systems (ITSC2015)
  • Place of Presentation: Gran Canaria
  • Year and Date: 2015-09-16
  • Int'l Joint Research
• [Presentation] Pedestrian Orientation Classification Utilizing Single-Chip Coaxial RGB-ToF Camera (2015)
  • Author(s): Fumito Shinmura, Yasutomo Kawanishi, Daisuke Deguchi, Ichiro Ide, Hiroshi Murase, Hironobu Fujiyoshi
  • Organizer: Workshop on Environment Perception for Automated On-road Vehicles in conjunction with 2015 IEEE Intelligent Vehicles Symposium (IV2015)
  • Place of Presentation: Seoul
  • Year and Date: 2015-06-28
  • Int'l Joint Research
• [Presentation] Estimation of Human Orientation using Coaxial RGB-Depth Images (2015)
  • Author(s): Fumito Shinmura, Daisuke Deguchi, Ichiro Ide, Hiroshi Murase, Hironobu Fujiyoshi
  • Organizer: International Conference on Computer Vision Theory and Applications (VISAPP)
  • Place of Presentation: ベルリン
  • Year and Date: 2015-03-11 – 2015-03-14
• [Presentation] Adaptive Reference Image Selection for Temporal Object Removal from Frontal In-vehicle Camera Image Sequences (2015)
  • Author(s): Toru Kotsuka, Daisuke Deguchi, Ichiro Ide, Hiroshi Murase
  • Organizer: International Conference on Computer Vision Theory and Applications (VISAPP)
  • Place of Presentation: ベルリン
  • Year and Date: 2015-03-11 – 2015-03-14
• [Presentation] Prediction of Driver's Pedestrian Detectability by Image Processing Adaptive to Visual Fields of View (2014)
  • Author(s): Ryunosuke Tanishige, Daisuke Deguchi, Keisuke Doman, Yoshito Mekada, Ichiro Ide, Hiroshi Murase
  • Organizer: IEEE Conference on Intelligent Transportation Systems (ITSC2014)
  • Place of Presentation: チンタオ
  • Year and Date: 2014-10-08 – 2014-10-11
• [Presentation] Vision-based Vehicle Localization using a Visual Street Map with Embedded SURF Scale (2014)
  • Author(s): David Robert Wong, Daisuke Deguchi, Ichiro Ide, Hiroshi Murase
  • Organizer: Computer Vision in Vehicle Technology with Special Session on Micro Aerial Vehicles (CVVT)
  • Place of Presentation: チューリッヒ
  • Year and Date: 2014-09-06
• [Presentation] Spatial People Density Estimation from Multiple Viewpoints by Memory Based Regression (2014)
  • Author(s): Yoshimune Tabuchi, Tomokazu Takahashi, Daisuke Deguchi, Ichiro Ide, Hiroshi Murase, Takayuki Kurozumi, Kunio Kashino
  • Organizer: IAPR International Conference on Pattern Recognition (ICPR)
  • Place of Presentation: ストックホルム
  • Year and Date: 2014-08-24 – 2014-08-28
• [Presentation] Single Camera Vehicle Localization Using SURF Scale and Dynamic Time Warping (2014)
  • Author(s): David Robert Wong, Daisuke Deguchi, Ichiro Ide, Hiroshi Murase
  • Organizer: IEEE Intelligent Vehicles Symposium (IV)
  • Place of Presentation: ディアボーン
  • Year and Date: 2014-06-08 – 2014-06-11
• [Presentation] Estimation of Traffic Sign Visibility Considering Local and Global Features in a Driving Environment (2014)
  • Author(s): Keisuke Doman, Daisuke Deguchi, Tomokazu Takahashi, Yoshito Mekada, Ichiro Ide, Hiroshi Murase, Utsushi Sakai
  • Organizer: IEEE Intelligent Vehicles Symposium (IV)
  • Place of Presentation: ディアボーン
  • Year and Date: 2014-06-08 – 2014-06-11
• [Presentation] Environment adaptive pedestrian detection using in-vehicle camera and GPS (2014)
  • Author(s): Daichi Suzuo, Daisuke Deguchi, Ichiro Ide, Hiroshi Murase, Hiroyuki Ishida, Yoshiko Kojima
  • Organizer: International Conference on Computer Vision Theory and Applications (VISAPP)
  • Place of Presentation: リスボン
  • Year and Date: 2014-01-05 – 2014-01-08
• [Presentation] Exemplar-Based Human Body Super-Resolution for Surveillance Camera Systems (2014)
  • Author(s): Kento Nishibori, Tomokazu Takahashi, Daisuke Deguchi, Ichiro Ide, Hiroshi Murase
  • Organizer: International Conference on Computer Vision Theory and Applications (VISAPP)
  • Place of Presentation: リスボン
  • Year and Date: 2014-01-05 – 2014-01-08
• [Presentation] Scene dependent classifiers for pedestrian detection -generative learning approach- (2013)
  • Author(s): Hidefumi Yoshida, Daichi Suzuo, Daisuke Deguchi, Ichiro Ide, Hiroshi Murase
  • Organizer: International Joint Workshop on Advanced Sensing / Visual Attention and Interaction (ASVAI2013)
  • Place of Presentation: 沖縄
  • Year and Date: 2013-11-05
• [Presentation] Construction of a traffic sign detector based on voting type co-training (2013)
  • Author(s): Yuji Kojima, Daisuke Deguchi, Ichiro Ide, Hiroshi Murase
  • Organizer: IEEE Conference on Intelligent Transportation Systems (ITSC2013)
  • Place of Presentation: ハーグ
  • Year and Date: 2013-10-06 – 2013-10-09
• [Presentation] Blur-invariant Traffic Sign Recognition Using Compact Local Phase Quantization (2013)
  • Author(s): Saleh Aly, Loay Hassan, Alaa Sagheer, Hiroshi Murase
  • Organizer: IEEE Conference on Intelligent Transportation Systems (ITSC2013)
  • Place of Presentation: ハーグ
  • Year and Date: 2013-10-06 – 2013-10-09
• [Presentation] Prediction of Pedestrian Detectability for Drivers by Image Processing and its Driver Adaptation (2013)
  • Author(s): Ryunosuke Tanishige, Daisuke Deguchi, Keisuke Doman, Yoshito Mekada, Ichiro Ide, Hiroshi Murase, Naoki Nitanda
  • Organizer: Proceedings of the 6th Biennial Workshop on Digital Signal Processing for In-Vehicle Systems (DSP2013)
  • Place of Presentation: ソウル
  • Year and Date: 2013-09-29 – 2013-10-02
• [Presentation] Pedestrian Detection by Scene Dependent Classifiers with Generative Learning (2013)
  • Author(s): Hidefumi Yoshida, Daichi Suzuo, Daisuke Deguchi, Ichiro Ide, Hiroshi Murase, Takashi Machida, Yoshiko Kojima
  • Organizer: IEEE Intelligent Vehicles Symposium (IV2013)
  • Place of Presentation: ゴールドコースト
  • Year and Date: 2013-06-23 – 2013-06-26
• [Presentation] Estimation of the human performance for pedestrian detectability based on visual search and motion features
  • Author(s): Masashi Wakayama
  • Organizer: the 21st International Conference on Pattern Recognition (ICPR2012)
  • Place of Presentation: Tsukuba
• [Presentation] Visibility Estimation of Traffic Signals under Rainy Weather Conditions for Smart Driving Support
  • Author(s): Ryuhei Sato
  • Organizer: IEEE Conference on Intelligent Transportation Systems (ITSC2012)
  • Place of Presentation: Anchorage
• [Presentation] Robust Face Super-Resolution Using Free-Form Deformations For Low-Quality Surveillance Video
  • Author(s): Tomonari Yoshida
  • Organizer: IEEE International Conference on Multimedia and Expo (ICME2012)
  • Place of Presentation: Melbourne
• [Presentation] 反復式生成型学習法を用いた歩行者検出
  • Author(s): 吉田 英史
  • Organizer: 動的画像処理実用化ワークショップ(DIA2013)
  • Place of Presentation: 浜松
• [Presentation] 低品質な画像を認識する
  • Author(s): 村瀬 洋
  • Organizer: 映像メディア処理シンポジウム(PCSJ2012)
  • Place of Presentation: 湯河原
  • Invited
• [Presentation] 多数決型co-trainingによる道路標識検出器の構築に関する検討
  • Author(s): 児島 勇司
  • Organizer: 第15回画像の認識・理解シンポジウム(MIRU2012)
  • Place of Presentation: 福岡
• [Presentation] 車載カメラとGPSを組み合わせた走行環境適応型歩行者検出器に関する検討
  • Author(s): 鈴尾 大地
  • Organizer: 電子情報通信学会技術研究報告(PRMU）
  • Place of Presentation: 東京
• [Remarks] 研究内容
  • URL: http://www.murase.nuie.nagoya-u.ac.jp/~murase/murase_lab.pdf
• [Remarks] 研究成果
  • URL: http://www.murase.nuie.nagoya-u.ac.jp/~murase/publication.html
• [Patent(Industrial Property Rights)] 物体数分布推定方法 (2014)
  • Inventor(s): 村瀬洋, 田渕義宗, 他
  • Industrial Property Rights Holder: 村瀬洋, 田渕義宗, 他
  • Industrial Property Rights Type: 特許
  • Filing Date: 2014-02-05
• [Patent(Industrial Property Rights)] 物体識別方法、および物体識別装置 (2014)
  • Inventor(s): 村瀬洋, 市川善規, 出口大輔, 酒井映
  • Industrial Property Rights Holder: 村瀬洋, 市川善規, 出口大輔, 酒井映
  • Industrial Property Rights Type: 特許
  • Filing Date: 2014-02-10