Improving the Efficiency of Multiple Object Tracking via Adaptive Tracker Selection Suitable to Occlusion States

• Item type: SIG Technical Reports(1)
• 公開日: 2019-12-19
• タイトル: Improving the Efficiency of Multiple Object Tracking via Adaptive Tracker Selection Suitable to Occlusion States
• タイトル / 言語: en
• タイトル: Improving the Efficiency of Multiple Object Tracking via Adaptive Tracker Selection Suitable to Occlusion States
• 言語: eng
• キーワード / 主題Scheme: Other
• キーワード / 主題: 行動認識
• 資源タイプ / 資源タイプ識別子: http://purl.org/coar/resource_type/c_18gh
• 資源タイプ: technical report
• 著者所属: Graduate School of Information Sciences, Tohoku Universicy
• 著者所属: Research Institute of Electrical Communication, Tohoku Universicy
• 著者所属: Graduate School of Information Sciences, Tohoku Universicy
• 著者所属: Graduate School of Information Sciences, Tohoku Universicy／Cyberscience Center, Tohoku University
• 著者所属: Graduate School of Information Sciences, Tohoku Universicy／Cyberscience Center, Tohoku University
• 著者所属(英): en
• 著者所属(英): Graduate School of Information Sciences, Tohoku Universicy
• 著者所属(英): en
• 著者所属(英): Research Institute of Electrical Communication, Tohoku Universicy
• 著者所属(英): en
• 著者所属(英): Graduate School of Information Sciences, Tohoku Universicy
• 著者所属(英): en
• 著者所属(英): Graduate School of Information Sciences, Tohoku Universicy / Cyberscience Center, Tohoku University
• 著者所属(英): en
• 著者所属(英): Graduate School of Information Sciences, Tohoku Universicy / Cyberscience Center, Tohoku University
• 著者名: Bo, Chen; Muhammad, Alfian Amrizal; Satoru, Izumi; Toru, Abe; Takuo, Suganuma
• 著者名(英): Bo, Chen; Muhammad, Alfian Amrizal; Satoru, Izumi; Toru, Abe; Takuo, Suganuma
• 論文抄録 / 内容記述タイプ: Other
• 論文抄録 / 内容記述: The objective of multiple object tracking (MOT) is to locate the position of multiple objects in a video, maintain their identities, and obtain their trajectories. A crucial challenge of MOT is on how to efficiently handle the occlusion. Based on the ability of handling occlusion, the existing trackers can be classified into occlusion-weak and occlusion-robust trackers. The former is relatively more efficient in tracking objects without occlusion; however, its tracking effectiveness considerably decreases for occluded objects. On the other hand, the latter can effectively track occluded objects but run less efficiently on non-occluded situations. In this research, we try to improve the efficiency of MOT by categorizing occlusion states into two states: non-occluded and occluded. The most suitable tracker is then deployed depending on the current occlusion state and adaptively changed when the state changes. We tested our proposal on different scenarios to evaluate its effectiveness.
• 論文抄録(英) / 内容記述タイプ: Other
• 論文抄録(英) / 内容記述: The objective of multiple object tracking (MOT) is to locate the position of multiple objects in a video, maintain their identities, and obtain their trajectories. A crucial challenge of MOT is on how to efficiently handle the occlusion. Based on the ability of handling occlusion, the existing trackers can be classified into occlusion-weak and occlusion-robust trackers. The former is relatively more efficient in tracking objects without occlusion; however, its tracking effectiveness considerably decreases for occluded objects. On the other hand, the latter can effectively track occluded objects but run less efficiently on non-occluded situations. In this research, we try to improve the efficiency of MOT by categorizing occlusion states into two states: non-occluded and occluded. The most suitable tracker is then deployed depending on the current occlusion state and adaptively changed when the state changes. We tested our proposal on different scenarios to evaluate its effectiveness.
• 書誌レコードID / 収録物識別子タイプ: NCID
• 書誌レコードID / 収録物識別子: AN10116224
• 書誌情報: 研究報告マルチメディア通信と分散処理（DPS）; 巻 2019-DPS-181, 号 7, p. 1-7, 発行日 2019-12-19
• ISSN / 収録物識別子タイプ: ISSN
• ISSN / 収録物識別子: 2188-8906
• Notice: SIG Technical Reports are nonrefereed and hence may later appear in any journals, conferences, symposia, etc.
• 出版者 / 言語: ja
• 出版者: 情報処理学会