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• W4312823189 abstract "Product detection, which aims to localize products of interest in the advertising images, helps advance many potential E-commerce applications like product retrieval and recommendation. However, labeling a massive number of fine-grained product categories and accurate product boxes is costly and especially not practical since products are ever-changing on E-commerce websites. In this work, we step forward to train a fine-grained product detector solely supervised by the advertising captions, which are naturally available but often severely flawed and noisy. To reformulate the weakly supervised detection research into a real-world setting, we introduce a large-scale benchmark, named <italic xmlns:mml=http://www.w3.org/1998/Math/MathML xmlns:xlink=http://www.w3.org/1999/xlink>CapProduct</i> , where more than 80,000 product image-caption pairs are collected from E-commerce websites. The fine-grained nature of products and noisy captions in <italic xmlns:mml=http://www.w3.org/1998/Math/MathML xmlns:xlink=http://www.w3.org/1999/xlink>CapProduct</i> make it intractable to excavate valid category labels to train a weakly supervised object detector. To tackle this challenge, we propose a <bold xmlns:mml=http://www.w3.org/1998/Math/MathML xmlns:xlink=http://www.w3.org/1999/xlink>Co</b> llaborative <bold xmlns:mml=http://www.w3.org/1998/Math/MathML xmlns:xlink=http://www.w3.org/1999/xlink>P</b> seudo- <bold xmlns:mml=http://www.w3.org/1998/Math/MathML xmlns:xlink=http://www.w3.org/1999/xlink>L</b> abel <bold xmlns:mml=http://www.w3.org/1998/Math/MathML xmlns:xlink=http://www.w3.org/1999/xlink>H</b> armonization (CoPLH) framework that harmonizes self-mined pseudo labels via modeling the global co-occurrence relationships of products. We construct a collaborative co-occurrence graph based on all training samples to improve the reliability of caption-predicted pseudo-labels as well as benefit the self-training procedure in a weakly supervised setting. Extensive experiments on the <italic xmlns:mml=http://www.w3.org/1998/Math/MathML xmlns:xlink=http://www.w3.org/1999/xlink>CapProduct</i> dataset demonstrate the effectiveness and the superiority of the proposed CoPLH over the state-of-the-art baselines." @default.
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• W4312823189 date "2023-01-01" @default.
• W4312823189 modified "2023-10-11" @default.
• W4312823189 title "Caption-Aided Product Detection via Collaborative Pseudo-Label Harmonization" @default.
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• W4312823189 doi "https://doi.org/10.1109/tmm.2022.3222653" @default.
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