{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,14]],"date-time":"2026-07-14T02:53:30Z","timestamp":1783997610066,"version":"3.55.0"},"publisher-location":"New York, NY, USA","reference-count":26,"publisher":"ACM","license":[{"start":{"date-parts":[[2020,8,20]],"date-time":"2020-08-20T00:00:00Z","timestamp":1597881600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2020,8,23]]},"DOI":"10.1145\/3394486.3403372","type":"proceedings-article","created":{"date-parts":[[2020,8,20]],"date-time":"2020-08-20T23:04:00Z","timestamp":1597964640000},"page":"3203-3212","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":19,"title":["Shop The Look"],"prefix":"10.1145","author":[{"given":"Raymond","family":"Shiau","sequence":"first","affiliation":[{"name":"Pinterest, Inc., San Francisco, CA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hao-Yu","family":"Wu","sequence":"additional","affiliation":[{"name":"Pinterest, Inc., San Francisco, CA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Eric","family":"Kim","sequence":"additional","affiliation":[{"name":"Pinterest, Inc., San Francisco, CA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yue Li","family":"Du","sequence":"additional","affiliation":[{"name":"Pinterest, Inc., San Francisco, CA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Anqi","family":"Guo","sequence":"additional","affiliation":[{"name":"Pinterest, Inc., San Francisco, CA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zhiyuan","family":"Zhang","sequence":"additional","affiliation":[{"name":"Pinterest, Inc., San Francisco, CA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Eileen","family":"Li","sequence":"additional","affiliation":[{"name":"Pinterest, Inc., San Francisco, CA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Kunlong","family":"Gu","sequence":"additional","affiliation":[{"name":"Pinterest, Inc., San Francisco, CA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Charles","family":"Rosenberg","sequence":"additional","affiliation":[{"name":"Pinterest, Inc., San Francisco, CA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Andrew","family":"Zhai","sequence":"additional","affiliation":[{"name":"Pinterest, Inc., San Francisco, CA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2020,8,20]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1145\/2766959"},{"key":"e_1_3_2_1_2_1","unstructured":"Ross Girshick Ilija Radosavovic Georgia Gkioxari Piotr Doll\u00e1r and Kaiming He. 2018. Detectron. https:\/\/github.com\/facebookresearch\/detectron.  Ross Girshick Ilija Radosavovic Georgia Gkioxari Piotr Doll\u00e1r and Kaiming He. 2018. Detectron. https:\/\/github.com\/facebookresearch\/detectron."},{"key":"e_1_3_2_1_3_1","volume-title":"Deep Residual Learning for Image Recognition. CoRR","author":"He Kaiming","year":"2015","unstructured":"Kaiming He , Xiangyu Zhang , Shaoqing Ren , and Jian Sun . 2015. Deep Residual Learning for Image Recognition. CoRR , Vol. abs\/ 1512 .03385 ( 2015 ). arxiv: 1512.03385 http:\/\/arxiv.org\/abs\/1512.03385 Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun. 2015. Deep Residual Learning for Image Recognition. CoRR, Vol. abs\/1512.03385 (2015). arxiv: 1512.03385 http:\/\/arxiv.org\/abs\/1512.03385"},{"key":"e_1_3_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.1145\/3219819.3219843"},{"key":"e_1_3_2_1_5_1","volume-title":"Squeeze-and-Excitation Networks. IEEE Conference on Computer Vision and Pattern Recognition.","author":"Hu Jie","year":"2018","unstructured":"Jie Hu , Li Shen , and Gang Sun . 2018 a. Squeeze-and-Excitation Networks. IEEE Conference on Computer Vision and Pattern Recognition. Jie Hu, Li Shen, and Gang Sun. 2018a. Squeeze-and-Excitation Networks. IEEE Conference on Computer Vision and Pattern Recognition."},{"key":"e_1_3_2_1_6_1","volume-title":"Caffe: Convolutional Architecture for Fast Feature Embedding. arXiv preprint arXiv:1408.5093","author":"Jia Yangqing","year":"2014","unstructured":"Yangqing Jia , Evan Shelhamer , Jeff Donahue , Sergey Karayev , Jonathan Long , Ross Girshick , Sergio Guadarrama , and Trevor Darrell . 2014 . Caffe: Convolutional Architecture for Fast Feature Embedding. arXiv preprint arXiv:1408.5093 (2014). Yangqing Jia, Evan Shelhamer, Jeff Donahue, Sergey Karayev, Jonathan Long, Ross Girshick, Sergio Guadarrama, and Trevor Darrell. 2014. Caffe: Convolutional Architecture for Fast Feature Embedding. arXiv preprint arXiv:1408.5093 (2014)."},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1145\/2783258.2788621"},{"key":"e_1_3_2_1_8_1","unstructured":"Arun Krishnan. 2019. StyleSnap will change the way you shop forever. https:\/\/blog.aboutamazon.com\/shopping\/stylesnap-will-change-the-way-you-shop-forever. (Accessed on 02\/04\/2020).  Arun Krishnan. 2019. StyleSnap will change the way you shop forever. https:\/\/blog.aboutamazon.com\/shopping\/stylesnap-will-change-the-way-you-shop-forever. (Accessed on 02\/04\/2020)."},{"key":"#cr-split#-e_1_3_2_1_9_1.1","doi-asserted-by":"crossref","unstructured":"Jie Li Haifeng Liu Chuanghua Gui Jianyu Chen Zhenyuan Ni Ning Wang and Yuan Chen. 2018. The Design and Implementation of a Real Time Visual Search System on JD E-commerce Platform. 9--16. https:\/\/doi.org\/10.1145\/3284028.3284030 10.1145\/3284028.3284030","DOI":"10.1145\/3284028.3284030"},{"key":"#cr-split#-e_1_3_2_1_9_1.2","doi-asserted-by":"crossref","unstructured":"Jie Li Haifeng Liu Chuanghua Gui Jianyu Chen Zhenyuan Ni Ning Wang and Yuan Chen. 2018. The Design and Implementation of a Real Time Visual Search System on JD E-commerce Platform. 9--16. https:\/\/doi.org\/10.1145\/3284028.3284030","DOI":"10.1145\/3284028.3284030"},{"key":"e_1_3_2_1_10_1","volume-title":"Ross B. Girshick, Kaiming He, Bharath Hariharan, and Serge J. Belongie.","author":"Lin Tsung-Yi","year":"2016","unstructured":"Tsung-Yi Lin , Piotr Doll\u00e1 r , Ross B. Girshick, Kaiming He, Bharath Hariharan, and Serge J. Belongie. 2016 . Feature Pyramid Networks for Object Detection. CoRR , Vol. abs\/ 1612 .03144 (2016). arxiv: 1612.03144 http:\/\/arxiv.org\/abs\/1612.03144 Tsung-Yi Lin, Piotr Doll\u00e1 r, Ross B. Girshick, Kaiming He, Bharath Hariharan, and Serge J. Belongie. 2016. Feature Pyramid Networks for Object Detection. CoRR, Vol. abs\/1612.03144 (2016). arxiv: 1612.03144 http:\/\/arxiv.org\/abs\/1612.03144"},{"key":"e_1_3_2_1_11_1","volume-title":"Piotr Doll\u00e1 r, and C. Lawrence Zitnick","author":"Lin Tsung-Yi","year":"2014","unstructured":"Tsung-Yi Lin , Michael Maire , Serge J. Belongie , Lubomir D. Bourdev , Ross B. Girshick , James Hays , Pietro Perona , Deva Ramanan , Piotr Doll\u00e1 r, and C. Lawrence Zitnick . 2014 . Microsoft COCO: Common Objects in Context. CoRR , Vol. abs\/ 1405 .0312 (2014). arxiv: 1405.0312 http:\/\/arxiv.org\/abs\/1405.0312 Tsung-Yi Lin, Michael Maire, Serge J. Belongie, Lubomir D. Bourdev, Ross B. Girshick, James Hays, Pietro Perona, Deva Ramanan, Piotr Doll\u00e1 r, and C. Lawrence Zitnick. 2014. Microsoft COCO: Common Objects in Context. CoRR, Vol. abs\/1405.0312 (2014). arxiv: 1405.0312 http:\/\/arxiv.org\/abs\/1405.0312"},{"key":"e_1_3_2_1_12_1","volume-title":"Manas: A high performing customized search system. https:\/\/medium.com\/pinterest-engineering\/manas-a-high-performing-customized-search-system-cf189f6ca40f. (Accessed on 02\/10\/2020).","author":"Liu Zheng","year":"2017","unstructured":"Zheng Liu . 2017 . Manas: A high performing customized search system. https:\/\/medium.com\/pinterest-engineering\/manas-a-high-performing-customized-search-system-cf189f6ca40f. (Accessed on 02\/10\/2020). Zheng Liu. 2017. Manas: A high performing customized search system. https:\/\/medium.com\/pinterest-engineering\/manas-a-high-performing-customized-search-system-cf189f6ca40f. (Accessed on 02\/10\/2020)."},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"crossref","unstructured":"Dhruv Kumar Mahajan Ross B. Girshick Vignesh Ramanathan Kaiming He Manohar Paluri Yixuan Li Ashwin Bharambe and Laurens van der Maaten. 2018. Exploring the Limits of Weakly Supervised Pretraining. In ECCV.  Dhruv Kumar Mahajan Ross B. Girshick Vignesh Ramanathan Kaiming He Manohar Paluri Yixuan Li Ashwin Bharambe and Laurens van der Maaten. 2018. Exploring the Limits of Weakly Supervised Pretraining. In ECCV.","DOI":"10.1007\/978-3-030-01216-8_12"},{"key":"e_1_3_2_1_14_1","volume-title":"Fast Approximate Nearest Neighbors with Automatic Algorithm Configuration. VISAPP 2009 - Proceedings of the 4th International Conference on Computer Vision Theory and Applications","volume":"1","author":"Muja Marius","year":"2009","unstructured":"Marius Muja and David Lowe . 2009 . Fast Approximate Nearest Neighbors with Automatic Algorithm Configuration. VISAPP 2009 - Proceedings of the 4th International Conference on Computer Vision Theory and Applications , Vol. 1 , 331--340. Marius Muja and David Lowe. 2009. Fast Approximate Nearest Neighbors with Automatic Algorithm Configuration. VISAPP 2009 - Proceedings of the 4th International Conference on Computer Vision Theory and Applications, Vol. 1, 331--340."},{"key":"e_1_3_2_1_15_1","unstructured":"Rajan Patel. 2018. Google Lens: real-time answers to questions about the world around you. https:\/\/www.blog.google\/products\/google-lens\/google-lens-real-time-answers-questions-about-world-around-you\/. (Accessed on 02\/04\/2020).  Rajan Patel. 2018. Google Lens: real-time answers to questions about the world around you. https:\/\/www.blog.google\/products\/google-lens\/google-lens-real-time-answers-questions-about-world-around-you\/. (Accessed on 02\/04\/2020)."},{"key":"e_1_3_2_1_16_1","volume-title":"Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks. CoRR","author":"Ren Shaoqing","year":"2015","unstructured":"Shaoqing Ren , Kaiming He , Ross B. Girshick , and Jian Sun . 2015. Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks. CoRR , Vol. abs\/ 1506 .01497 ( 2015 ). arxiv: 1506.01497 http:\/\/arxiv.org\/abs\/1506.01497 Shaoqing Ren, Kaiming He, Ross B. Girshick, and Jian Sun. 2015. Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks. CoRR, Vol. abs\/1506.01497 (2015). arxiv: 1506.01497 http:\/\/arxiv.org\/abs\/1506.01497"},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1145\/3292500.3330696"},{"key":"e_1_3_2_1_18_1","unstructured":"Chao-Yuan Wu R Manmatha Alexander J Smola and Philipp Kr\u00e4henb\u00fchl. 2017. Sampling Matters in Deep Embedding Learning. In ICCV.  Chao-Yuan Wu R Manmatha Alexander J Smola and Philipp Kr\u00e4henb\u00fchl. 2017. Sampling Matters in Deep Embedding Learning. In ICCV."},{"key":"e_1_3_2_1_19_1","volume-title":"Aggregated Residual Transformations for Deep Neural Networks. arXiv preprint arXiv:1611.05431","author":"Xie Saining","year":"2016","unstructured":"Saining Xie , Ross Girshick , Piotr Doll\u00e1r , Zhuowen Tu , and Kaiming He. 2016b. Aggregated Residual Transformations for Deep Neural Networks. arXiv preprint arXiv:1611.05431 ( 2016 ). Saining Xie, Ross Girshick, Piotr Doll\u00e1r, Zhuowen Tu, and Kaiming He. 2016b. Aggregated Residual Transformations for Deep Neural Networks. arXiv preprint arXiv:1611.05431 (2016)."},{"key":"e_1_3_2_1_20_1","volume-title":"Zhuowen Tu, and Kaiming He.","author":"Xie Saining","year":"2016","unstructured":"Saining Xie , Ross B. Girshick , Piotr Doll\u00e1 r , Zhuowen Tu, and Kaiming He. 2016 a. Aggregated Residual Transformations for Deep Neural Networks. CoRR , Vol. abs\/ 1611 .05431 (2016). arxiv: 1611.05431 http:\/\/arxiv.org\/abs\/1611.05431 Saining Xie, Ross B. Girshick, Piotr Doll\u00e1 r, Zhuowen Tu, and Kaiming He. 2016a. Aggregated Residual Transformations for Deep Neural Networks. CoRR, Vol. abs\/1611.05431 (2016). arxiv: 1611.05431 http:\/\/arxiv.org\/abs\/1611.05431"},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2013.437"},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1145\/3097983.3098162"},{"key":"e_1_3_2_1_23_1","unstructured":"Andrew Zhai and Hao-Yu Wu. 2019. Classification is a Strong Baseline for Deep Metric Learning.. In BMVC.  Andrew Zhai and Hao-Yu Wu. 2019. Classification is a Strong Baseline for Deep Metric Learning.. In BMVC."},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1145\/3292500.3330739"},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1145\/3219819.3219820"}],"event":{"name":"KDD '20: The 26th ACM SIGKDD Conference on Knowledge Discovery and Data Mining","location":"Virtual Event CA USA","acronym":"KDD '20","sponsor":["SIGMOD ACM Special Interest Group on Management of Data","SIGKDD ACM Special Interest Group on Knowledge Discovery in Data"]},"container-title":["Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery &amp; Data Mining"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3394486.3403372","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3394486.3403372","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T21:31:30Z","timestamp":1750195890000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3394486.3403372"}},"subtitle":["Building a Large Scale Visual Shopping System at Pinterest"],"short-title":[],"issued":{"date-parts":[[2020,8,20]]},"references-count":26,"alternative-id":["10.1145\/3394486.3403372","10.1145\/3394486"],"URL":"https:\/\/doi.org\/10.1145\/3394486.3403372","relation":{},"subject":[],"published":{"date-parts":[[2020,8,20]]},"assertion":[{"value":"2020-08-20","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}