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An Attention-Based Deep Learning Model for Multiple Pedestrian Attributes Recognition
時間 2020-07-04
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attention
based
deep
learning
model
multiple
pedestrian
attributes
recognition
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動機: 1.考慮到不一樣的全身屬性之間的語義相關性強。 2.每一類佔得權重大小影響屬性的識別程度,好比說背景和前景的比重web 貢獻: 1.提出了一種PAR的多任務分類模型,其主要特徵是聚焦於前景(人體)特徵,減弱特徵表示中背景區域的影響; 2.提出了一個加權和損失函數,有效處理優化機制中每一個類別(如性別、身材、年齡等)的貢獻,在推理步驟中禁止某些類別占主導地位; 3.受到注意機制的啓發,實現了
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相關文章
1.
An Attention-Based Deep Learning Model for Multiple Pedestrian Attributes Recognition
2.
Deep Residual Learning for Image Recognition
3.
ResNet--Deep Residual Learning for Image Recognition
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Pose Guided Deep Model for Pedestrian Attribute Recognition in Surveillance Scenarios
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6.
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【論文翻譯】Deep Residual Learning for Image Recognition
8.
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9.
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