图 书 馆
线性目标探测器的精确加速度Exact Acceleration of Linear Object Detectors |
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| 课程网址: | http://videolectures.net/eccv2012_dubout_detectors/ |
| 主讲教师: | Stefan Carlsson; Antonio Torralba; Charles Dubout |
| 开课单位: | IDIAP研究所 |
| 开课时间: | 信息不详。欢迎您在右侧留言补充。 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | We describe a general and exact method to considerably speed up linear object detection systems operating in a sliding, multi-scale window fashion, such as the individual part detectors of part-based models. The main bottleneck of many of those systems is the computational cost of the convolutions between the multiple rescalings of the image to process, and the linear filters. We make use of properties of the Fourier transform and of clever implementation strategies to obtain a speedup factor proportional to the filters' sizes. The gain in performance is demonstrated on the well known Pascal VOC benchmark, where we accelerate the speed of said convolutions by an order of magnitude. |
| 关 键 词: | 线性滤波器; 傅立叶变换; 加速因子 |
| 课程来源: | 视频讲座网 |
| 最后编审: | 2019-11-17：cwx |
| 阅读次数: | 89 |