Lv Jingqin (吕敬钦),Zhang Miaohui,Yang Jie.[J].高技术通讯(英文),2015,21(3):328~332 |
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Motion cue based pedestrian detection with two-frame-filtering |
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DOI:10.3772/j.issn.1006-6748.2015.03.013 |
中文关键词: |
英文关键词: pedestrian detection, two-frame-filtering (TFF), Tff magnitude vector (TffMV), Histogram of Tff oriented gradient (HTffOG), SVM, video surveillance |
基金项目: |
Author Name | Affiliation | Lv Jingqin (吕敬钦) | | Zhang Miaohui | | Yang Jie | |
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中文摘要: |
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英文摘要: |
This study proposes a motion cue based pedestrian detection method with two-frame-filtering (Tff) for video surveillance. The novel motion cue is exploited by the gray value variation between two frames. Then Tff processing filters the gradient magnitude image by the variation map. Summations of the Tff gradient magnitudes in cells are applied to train a pre-detector to exclude most of the background regions. Histogram of Tff oriented gradient (HTffOG) feature is proposed for pedestrian detection. Experimental results show that this method is effective and suitable for real-time surveillance applications. |
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