{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T04:22:21Z","timestamp":1750220541155,"version":"3.41.0"},"publisher-location":"New York, NY, USA","reference-count":32,"publisher":"ACM","license":[{"start":{"date-parts":[[2021,8,14]],"date-time":"2021-08-14T00:00:00Z","timestamp":1628899200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2021,8,14]]},"DOI":"10.1145\/3447548.3467081","type":"proceedings-article","created":{"date-parts":[[2021,8,13]],"date-time":"2021-08-13T18:21:39Z","timestamp":1628878899000},"page":"2584-2592","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":2,"title":["VisRel: Media Search at Scale"],"prefix":"10.1145","author":[{"given":"Fedor","family":"Borisyuk","sequence":"first","affiliation":[{"name":"Facebook Inc., Menlo Park, CA, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Siddarth","family":"Malreddy","sequence":"additional","affiliation":[{"name":"Facebook Inc., Menlo Park, CA, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jun","family":"Mei","sequence":"additional","affiliation":[{"name":"Facebook Inc., Menlo Park, CA, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yiqun","family":"Liu","sequence":"additional","affiliation":[{"name":"Facebook Inc., Menlo Park, CA, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiaoyi","family":"Liu","sequence":"additional","affiliation":[{"name":"Facebook Inc., Menlo Park, CA, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Piyush","family":"Maheshwari","sequence":"additional","affiliation":[{"name":"Facebook Inc., Menlo Park, CA, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Anthony","family":"Bell","sequence":"additional","affiliation":[{"name":"Facebook Inc., Menlo Park, CA, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kaushik","family":"Rangadurai","sequence":"additional","affiliation":[{"name":"Facebook Inc., Menlo Park, CA, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2021,8,14]]},"reference":[{"key":"e_1_3_2_1_1_1","volume-title":"Modern Information Retrieval: The Concepts and Technology behind Search","author":"Baeza-Yates Ricardo","unstructured":"Ricardo Baeza-Yates and Berthier Ribeiro-Neto . 2011. Modern Information Retrieval: The Concepts and Technology behind Search 2 nd ed.). Addison-Wesley Publishing Company , USA. Ricardo Baeza-Yates and Berthier Ribeiro-Neto. 2011. Modern Information Retrieval: The Concepts and Technology behind Search 2nd ed.). Addison-Wesley Publishing Company, USA.","edition":"2"},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"crossref","unstructured":"Sean Bell Yiqun Liu Sami Alsheikh Yina Tang Edward Pizzi M. Henning Karun Singh Omkar Parkhi and Fedor Borisyuk. 2020. GrokNet: Unified Computer Vision Model Trunk and Embeddings For Commerce. In KDD.  Sean Bell Yiqun Liu Sami Alsheikh Yina Tang Edward Pizzi M. Henning Karun Singh Omkar Parkhi and Fedor Borisyuk. 2020. GrokNet: Unified Computer Vision Model Trunk and Embeddings For Commerce. In KDD.","DOI":"10.1145\/3394486.3403311"},{"key":"e_1_3_2_1_3_1","volume-title":"Rosetta: Large Scale System for Text Detection and Recognition in Images. In KDD.","author":"Borisyuk Fedor","year":"2018","unstructured":"Fedor Borisyuk , Albert Gordo , and Viswanath Sivakumar . 2018 . Rosetta: Large Scale System for Text Detection and Recognition in Images. In KDD. Fedor Borisyuk, Albert Gordo, and Viswanath Sivakumar. 2018. Rosetta: Large Scale System for Text Detection and Recognition in Images. In KDD."},{"key":"e_1_3_2_1_5_1","volume-title":"Faisal Ahmed, Zhe Gan, Yu Cheng, and Jingjing Liu.","author":"Chen Yen-Chun","year":"2020","unstructured":"Yen-Chun Chen , Linjie Li , Licheng Yu , Ahmed El Kholy , Faisal Ahmed, Zhe Gan, Yu Cheng, and Jingjing Liu. 2020 . UNITER : UNiversal Image-TExt Representation Learning. In ECCV. Yen-Chun Chen, Linjie Li, Licheng Yu, Ahmed El Kholy, Faisal Ahmed, Zhe Gan, Yu Cheng, and Jingjing Liu. 2020. UNITER: UNiversal Image-TExt Representation Learning. In ECCV."},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"crossref","unstructured":"Heng-Tze Cheng Levent Koc Jeremiah Harmsen Tal Shaked Tushar Chandra Hrishi Aradhye Glen Anderson Greg Corrado Wei Chai Mustafa Ispir Rohan Anil Zakaria Haque Lichan Hong Vihan Jain Xiaobing Liu and Hemal Shah. 2016. Wide & Deep Learning for Recommender Systems. In RecSys.  Heng-Tze Cheng Levent Koc Jeremiah Harmsen Tal Shaked Tushar Chandra Hrishi Aradhye Glen Anderson Greg Corrado Wei Chai Mustafa Ispir Rohan Anil Zakaria Haque Lichan Hong Vihan Jain Xiaobing Liu and Hemal Shah. 2016. Wide & Deep Learning for Recommender Systems. In RecSys.","DOI":"10.1145\/2988450.2988454"},{"key":"e_1_3_2_1_7_1","volume-title":"Edouard Grave, Myle Ott, Luke Zettlemoyer, and Veselin Stoyanov.","author":"Conneau Alexis","year":"2020","unstructured":"Alexis Conneau , Kartikay Khandelwal , Naman Goyal , Vishrav Chaudhary , Guillaume Wenzek , Francisco Guzm\u00e1 n , Edouard Grave, Myle Ott, Luke Zettlemoyer, and Veselin Stoyanov. 2020 . Unsupervised Cross-lingual Representation Learning at Scale. In ACL. Alexis Conneau, Kartikay Khandelwal, Naman Goyal, Vishrav Chaudhary, Guillaume Wenzek, Francisco Guzm\u00e1 n, Edouard Grave, Myle Ott, Luke Zettlemoyer, and Veselin Stoyanov. 2020. Unsupervised Cross-lingual Representation Learning at Scale. In ACL."},{"key":"e_1_3_2_1_8_1","volume-title":"Word Translation Without Parallel Data. arXiv preprint arXiv:1710.04087","author":"Conneau Alexis","year":"2017","unstructured":"Alexis Conneau , Guillaume Lample , Marc'Aurelio Ranzato , Ludovic Denoyer , and Herv\u00e9 J\u00e9gou . 2017. Word Translation Without Parallel Data. arXiv preprint arXiv:1710.04087 ( 2017 ). Alexis Conneau, Guillaume Lample, Marc'Aurelio Ranzato, Ludovic Denoyer, and Herv\u00e9 J\u00e9gou. 2017. Word Translation Without Parallel Data. arXiv preprint arXiv:1710.04087 (2017)."},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1023\/A:1022627411411"},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.14778\/2536222.2536239"},{"key":"e_1_3_2_1_11_1","volume-title":"BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding. In ACL.","author":"Devlin Jacob","year":"2019","unstructured":"Jacob Devlin , Ming-Wei Chang , Kenton Lee , and Kristina Toutanova . 2019 . BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding. In ACL. Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2019. BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding. In ACL."},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"crossref","unstructured":"Christoph Feichtenhofer Haoqi Fan Jitendra Malik and Kaiming He. 2019. SlowFast Networks for Video Recognition. In ICCV.  Christoph Feichtenhofer Haoqi Fan Jitendra Malik and Kaiming He. 2019. SlowFast Networks for Video Recognition. In ICCV.","DOI":"10.1109\/ICCV.2019.00630"},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"crossref","unstructured":"Weiwei Guo Xiaowei Liu Sida Wang Huiji Gao Ananth Sankar Zimeng Yang Qi Guo Liang Zhang Bo Long Bee-Chung Chen and Deepak Agarwal. 2020. DeText: A Deep Text Ranking Framework with BERT. In CIKM.  Weiwei Guo Xiaowei Liu Sida Wang Huiji Gao Ananth Sankar Zimeng Yang Qi Guo Liang Zhang Bo Long Bee-Chung Chen and Deepak Agarwal. 2020. DeText: A Deep Text Ranking Framework with BERT. In CIKM.","DOI":"10.1145\/3340531.3412699"},{"key":"e_1_3_2_1_14_1","unstructured":"Houdong Hu Yan Wang Linjun Yang Pavel Komlev Li Huang Xi (Stephen) Chen Jiapei Huang Ye Wu Meenaz Merchant and Arun Sacheti. 2018. Web-Scale Responsive Visual Search at Bing. In KDD.  Houdong Hu Yan Wang Linjun Yang Pavel Komlev Li Huang Xi (Stephen) Chen Jiapei Huang Ye Wu Meenaz Merchant and Arun Sacheti. 2018. Web-Scale Responsive Visual Search at Bing. In KDD."},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"crossref","unstructured":"Jui-Ting Huang Ashish Sharma Shuying Sun Li Xia David Zhang Philip Pronin Janani Padmanabhan Giuseppe Ottaviano and Linjun Yang. 2020. Embedding-Based Retrieval in Facebook Search. In KDD.  Jui-Ting Huang Ashish Sharma Shuying Sun Li Xia David Zhang Philip Pronin Janani Padmanabhan Giuseppe Ottaviano and Linjun Yang. 2020. Embedding-Based Retrieval in Facebook Search. In KDD.","DOI":"10.1145\/3394486.3403305"},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"crossref","unstructured":"Kalervo J\"arvelin and Jaana Kek\"al\"ainen. 2002. Cumulated Gain-Based Evaluation of IR Techniques. ACM Trans. Inf. Syst. (2002).  Kalervo J\"arvelin and Jaana Kek\"al\"ainen. 2002. Cumulated Gain-Based Evaluation of IR Techniques. ACM Trans. Inf. Syst. (2002).","DOI":"10.1145\/582415.582418"},{"key":"e_1_3_2_1_17_1","unstructured":"J. Johnson M. Douze and H. J\u00e9gou. 2019. Billion-scale similarity search with GPUs. IEEE Transactions on Big Data (2019).  J. Johnson M. Douze and H. J\u00e9gou. 2019. Billion-scale similarity search with GPUs. IEEE Transactions on Big Data (2019)."},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"crossref","unstructured":"Armand Joulin Laurens van der Maaten Allan Jabri and Nicolas Vasilache. 2016. Learning visual features from large weakly supervised data. In ECCV.  Armand Joulin Laurens van der Maaten Allan Jabri and Nicolas Vasilache. 2016. Learning visual features from large weakly supervised data. In ECCV.","DOI":"10.1007\/978-3-319-46478-7_5"},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"crossref","unstructured":"S. Kullback and R. A. Leibler. 1951. On Information and Sufficiency. The Annals of Mathematical Statistics (1951) 79--86.  S. Kullback and R. A. Leibler. 1951. On Information and Sufficiency. The Annals of Mathematical Statistics (1951) 79--86.","DOI":"10.1214\/aoms\/1177729694"},{"key":"e_1_3_2_1_20_1","unstructured":"Lihong Li Wei Chu John Langford Taesup Moon and Xuanhui Wang. 2011. An Unbiased Offline Evaluation of Contextual Bandit Algorithms with Generalized Linear Models. In OTEAE.  Lihong Li Wei Chu John Langford Taesup Moon and Xuanhui Wang. 2011. An Unbiased Offline Evaluation of Contextual Bandit Algorithms with Generalized Linear Models. In OTEAE."},{"key":"e_1_3_2_1_21_1","unstructured":"Shuai Li Yasin Abbasi-Yadkori Branislav Kveton S. Muthukrishnan Vishwa Vinay and Zheng Wen. 2018. Offline Evaluation of Ranking Policies with Click Models. In KDD.  Shuai Li Yasin Abbasi-Yadkori Branislav Kveton S. Muthukrishnan Vishwa Vinay and Zheng Wen. 2018. Offline Evaluation of Ranking Policies with Click Models. In KDD."},{"key":"e_1_3_2_1_22_1","unstructured":"Jiasen Lu Dhruv Batra Devi Parikh and Stefan Lee. 2019. ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks. In NeurIPS.  Jiasen Lu Dhruv Batra Devi Parikh and Stefan Lee. 2019. ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks. In NeurIPS."},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"crossref","unstructured":"Dhruv 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 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_24_1","unstructured":"Xichuan Niu Bofang Li Chenliang Li Rong Xiao Haochuan Sun Hongbo Deng and Zhenzhong Chen. 2020. A Dual Heterogeneous Graph Attention Network to Improve Long-Tail Performance for Shop Search in E-Commerce. In KDD.  Xichuan Niu Bofang Li Chenliang Li Rong Xiao Haochuan Sun Hongbo Deng and Zhenzhong Chen. 2020. A Dual Heterogeneous Graph Attention Network to Improve Long-Tail Performance for Shop Search in E-Commerce. In KDD."},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1016\/0306-4573(88)90021-0"},{"key":"e_1_3_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1002\/j.1538-7305.1948.tb01338.x"},{"key":"e_1_3_2_1_27_1","unstructured":"Tom Stocky. 2015. Search FYI: Find What the World is Saying With Facebook Search. https:\/\/about.fb.com\/news\/2015\/10\/search-fyi-find-what-the-world-is-saying-with-facebook-search\/  Tom Stocky. 2015. Search FYI: Find What the World is Saying With Facebook Search. https:\/\/about.fb.com\/news\/2015\/10\/search-fyi-find-what-the-world-is-saying-with-facebook-search\/"},{"key":"e_1_3_2_1_28_1","volume-title":"MSURU: Large Scale E-Commerce Image Classification with Weakly Supervised Search Data. In KDD.","author":"Tang Yina","year":"2019","unstructured":"Yina Tang , Fedor Borisyuk , Siddarth Malreddy , Yixuan Li , Yiqun Liu , and Sergey Kirshner . 2019 . MSURU: Large Scale E-Commerce Image Classification with Weakly Supervised Search Data. In KDD. Yina Tang, Fedor Borisyuk, Siddarth Malreddy, Yixuan Li, Yiqun Liu, and Sergey Kirshner. 2019. MSURU: Large Scale E-Commerce Image Classification with Weakly Supervised Search Data. In KDD."},{"key":"e_1_3_2_1_29_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_30_1","doi-asserted-by":"crossref","unstructured":"Fan Yang Ajinkya Kale Yury Bubnov Leon Stein Qiaosong Wang Hadi Kiapour and Robinson Piramuthu. 2017a. Visual Search at EBay. In KDD.  Fan Yang Ajinkya Kale Yury Bubnov Leon Stein Qiaosong Wang Hadi Kiapour and Robinson Piramuthu. 2017a. Visual Search at EBay. In KDD.","DOI":"10.1145\/3097983.3098162"},{"key":"e_1_3_2_1_31_1","volume-title":"Under the hood: Photo Search","author":"Yang Shengqi","year":"2017","unstructured":"Shengqi Yang , Cristina Scheau , and Fei Yang . 2017b. Under the hood: Photo Search . Facebook Inc. https:\/\/engineering.fb.com\/ 2017 \/05\/22\/ml-applications\/under-the-hood-photo-search\/ Retrieved December 28, 2020 from Shengqi Yang, Cristina Scheau, and Fei Yang. 2017b. Under the hood: Photo Search. Facebook Inc. https:\/\/engineering.fb.com\/2017\/05\/22\/ml-applications\/under-the-hood-photo-search\/ Retrieved December 28, 2020 from"},{"key":"e_1_3_2_1_32_1","unstructured":"Andrew Zhai and Hao-Yu Wu. 2019. Making Classification Competitive for Deep Metric Learning. In BMVC.  Andrew Zhai and Hao-Yu Wu. 2019. Making Classification Competitive for Deep Metric Learning. In BMVC."},{"key":"e_1_3_2_1_33_1","volume-title":"Dong Huk Park, and Charles Rosenberg","author":"Zhai Andrew","year":"2019","unstructured":"Andrew Zhai , Hao-Yu Wu , Eric Tzeng , Dong Huk Park, and Charles Rosenberg . 2019 . Learning a Unified Embedding for Visual Search at Pinterest. In KDD. Andrew Zhai, Hao-Yu Wu, Eric Tzeng, Dong Huk Park, and Charles Rosenberg. 2019. Learning a Unified Embedding for Visual Search at Pinterest. In KDD."}],"event":{"name":"KDD '21: The 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining","sponsor":["SIGMOD ACM Special Interest Group on Management of Data","SIGKDD ACM Special Interest Group on Knowledge Discovery in Data"],"location":"Virtual Event Singapore","acronym":"KDD '21"},"container-title":["Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery &amp; Data Mining"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3447548.3467081","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3447548.3467081","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T21:25:11Z","timestamp":1750195511000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3447548.3467081"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,8,14]]},"references-count":32,"alternative-id":["10.1145\/3447548.3467081","10.1145\/3447548"],"URL":"https:\/\/doi.org\/10.1145\/3447548.3467081","relation":{},"subject":[],"published":{"date-parts":[[2021,8,14]]},"assertion":[{"value":"2021-08-14","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}