Human Pose Estimation with Implicit Shape Models
This work presents a new approach for estimating 3D human poses based on monocular camera information only. For this, the Implicit Shape Model is augmented by new voting strategies that allow to localize 2D anatomical landmarks in the image. The actual 3D pose estimation is then formulated as a Part...
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| Ngôn ngữ: | Tiếng Anh |
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KIT Scientific Publishing
2021
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| Truy cập trực tuyến: | 34560 |
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| _version_ | 1869521972260503552 |
|---|---|
| author | Brauer, Jürgen |
| author_browse | Brauer, Jürgen |
| author_facet | Brauer, Jürgen |
| author_sort | Brauer, Jürgen |
| collection | Directory of Open Access Books |
| description | This work presents a new approach for estimating 3D human poses based on monocular camera information only. For this, the Implicit Shape Model is augmented by new voting strategies that allow to localize 2D anatomical landmarks in the image. The actual 3D pose estimation is then formulated as a Particle Swarm Optimization (PSO) where projected 3D pose hypotheses are compared with the generated landmark vote distributions. |
| format | Online |
| id | doab-20.500.12854ir-49634 |
| institution | Directory of Open Access Books |
| language | eng |
| publishDate | 2021 |
| publishDateRange | 2021 |
| publishDateSort | 2021 |
| publisher | KIT Scientific Publishing |
| publisherStr | KIT Scientific Publishing |
| record_format | ojs |
| spelling | doab-20.500.12854ir-496342023-12-20T18:40:47Z Human Pose Estimation with Implicit Shape Models Brauer, Jürgen QA75.5-76.95 Computer vision Bildverarbeitung Human pose estimation action recognition AktionserkennungScene understanding Szenenverstehen Menschliche Posenschätzung bic Book Industry Communication::U Computing & information technology::UY Computer science This work presents a new approach for estimating 3D human poses based on monocular camera information only. For this, the Implicit Shape Model is augmented by new voting strategies that allow to localize 2D anatomical landmarks in the image. The actual 3D pose estimation is then formulated as a Particle Swarm Optimization (PSO) where projected 3D pose hypotheses are compared with the generated landmark vote distributions. 2021-02-11T15:37:34Z 2021-02-11T15:37:34Z 2019-07-30 20:01:58 2014 book 34560 18665934 9783731501848 https://directory.doabooks.org/handle/20.500.12854/49634 eng Schriftenreihe Automatische Sichtprüfung und Bildverarbeitung image/jpeg Attribution-ShareAlike 4.0 International https://www.ksp.kit.edu/9783731501848 KIT Scientific Publishing 10.5445/KSP/1000039083 10.5445/KSP/1000039083 68fffc18-8f7b-44fa-ac7e-0b7d7d979bd2 9783731501848 XVIII, 264 p. open access |
| spellingShingle | QA75.5-76.95 Computer vision Bildverarbeitung Human pose estimation action recognition AktionserkennungScene understanding Szenenverstehen Menschliche Posenschätzung bic Book Industry Communication::U Computing & information technology::UY Computer science Brauer, Jürgen Human Pose Estimation with Implicit Shape Models |
| title | Human Pose Estimation with Implicit Shape Models |
| title_full | Human Pose Estimation with Implicit Shape Models |
| title_fullStr | Human Pose Estimation with Implicit Shape Models |
| title_full_unstemmed | Human Pose Estimation with Implicit Shape Models |
| title_short | Human Pose Estimation with Implicit Shape Models |
| title_sort | human pose estimation with implicit shape models |
| topic | QA75.5-76.95 Computer vision Bildverarbeitung Human pose estimation action recognition AktionserkennungScene understanding Szenenverstehen Menschliche Posenschätzung bic Book Industry Communication::U Computing & information technology::UY Computer science |
| topic_facet | QA75.5-76.95 Computer vision Bildverarbeitung Human pose estimation action recognition AktionserkennungScene understanding Szenenverstehen Menschliche Posenschätzung bic Book Industry Communication::U Computing & information technology::UY Computer science |
| url | 34560 |
| work_keys_str_mv | AT brauerjurgen humanposeestimationwithimplicitshapemodels |