图 书 馆
近距离人体检测与跟踪用头戴式摄像机Close-Range Human Detection and Tracking for Head-Mounted Cameras |
|
| 课程网址: | http://videolectures.net/bmvc2012_mitzel_human_detection/ |
| 主讲教师: | Dennis Mitzel |
| 开课单位: | 亚琛工业大学 |
| 开课时间: | 2012-10-09 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | In this paper we consider the problem of multi-person detection from the perspective of a head mounted stereo camera. As pedestrians close to the camera cannot be detected by classical full-body detectors due to strong occlusion, we propose a stereo depth-template based detection approach for close-range pedestrians. We perform a sliding window procedure, where we measure the similarity between a learned depth template and the depth image. To reduce the search space of the detector we slide the detector only over few selected regions of interest that are generated based on depth information. The region-of-interest selection allows us to further constrain the number of scales to be evaluated, significantly reducing the computational cost. We present experiments on stereo sequences recorded from a head-mounted camera setup in crowded shopping street scenarios and show that our proposed approach achieves superior performance on this very challenging data. |
| 关 键 词: | 头戴摄像机; 人体监测; 检测器 |
| 课程来源: | 视频讲座网 |
| 最后编审: | 2019-12-17：lxf |
| 阅读次数: | 61 |