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1607.Gated Siamese Convolutional Neural Network Architecture for Human Re-identificationl論文筆記
時間 2021-01-02
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作者的貢獻: 作者針對Siamese network結構進行改進,採用更小的卷積核和更深的架構,包括採用最後幾層採用更小的不對稱的卷積核,引入BN層加快網絡收斂,更重要的是,作者在最後四層之間插入matching gate層,通過比較每一特徵圖的每一排,在水平條紋上生成基於同一ID的更底層的特徵掩膜,並將同一水平區域的有效區域特徵整合到最終每層的特徵提取中,作者將這種新穎的架構最終命名爲Gated
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