unizard / AwesomeArxiv

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[20180220] Web-Scale Responsive Visual Search at Bing #115

Open unizard opened 6 years ago

unizard commented 6 years ago

KDD2018

Institute: MS URL: https://arxiv.org/pdf/1802.04914.pdf Interest: 3 Keywords: VisualSearch

Authors: Xi Chen

unizard commented 6 years ago

구글, 빙, 핀터레스트 정도가 Visual Search의 강자로 남아 있다. 바이두, 야후, 이베이, 아마존, 삼성, 애플은 현재 어떻게 준비하고 있는가? 각각의 장단점이 무엇일까? 다양한 아이템을 한번에 할 수 없다면 우선해야 하는 BM모델은 무엇일까? 그리고 미래의 Visual Search를 위해 투자해야 하는 아이템은 무엇일까?

Related works

Demystifying Core Ranking in Pinterest Image Search, ACM2018
Visual Search at Pinterest, KDD 2018
Visual Discovery at Pinterest, WWW 2017
Visual Search at eBay, KDD 2017
Visual Search at SK Planet, ppt, CoRR2016
[Bixby Vision at Samsung]()
[SmartLens at Naver]()
Deep Learning based Large Scale Visual Recommendation and Search for E-Commerce, Flipkart, 2017. Git
Visual Recommendation Use Case for an Online Marketplace Platform - allegro.pl, SIGIR 2016

Pinterest가 관련 연구를 열심히 하는듯 함. 특히 추천시스템을 포함한 Visual Search 강력 Flipkart는 인도의 아마존같은 전자상거래 쇼핑몰이다. Allegro는 폴라드의 전자상거래 쇼핑몰이다.

unizard commented 6 years ago

Related works

Spatial-Semantic Image Search by Visual Feature Synthesis, CVPR2017 Adobe
Multi-label learning with the RNNs for Fashion Search, ICLR2017 submission, Naver

unizard commented 6 years ago

Pinterest 는 쇼핑아이템을 강점으로 잡아가는 듯 하다.

Related works on Pinterest, https://labs.pinterest.com/publications/

Demystifying Core Ranking in Pinterest Image Search, ACM2018
Visual Search at Pinterest, KDD 2018
Visual Discovery at Pinterest, WWW 2017
Related Pins at Pinterest: The Evolution of a Real-World Recommender System, WWW 2017
Human Curation and Convnets: Powering Item-to-Item Recommendations on Pinterest, 2015

About Pinterest

구글을 넘보는 거대한 검색엔진

unizard commented 6 years ago

Related works about Shopping items

Where to buy it: matching street clothing photos in Online shops, ICCV2015
Web Search of Fashion Items with Multimodal Querying, ACMM2018, KU Leuven

Related works about Product items

Related works about Place

unizard commented 6 years ago

Persons

*Yushi Jing, pinterest(13,14,15,16)=>Google(06-12, 17~)
- 핀터레스트의 IR논문은 거의 모두다 관장한듯
Eric Tzeng, pinterest

-[Zhigang Zhong](), Facebook(14,15) => pinterest(15,16) => Coupang (1981?)

Edgar Simo-Serra, toronto, S.Findler

unizard commented 6 years ago

http://mmlab.ie.cuhk.edu.hk/projects/DeepFashion/AttributePrediction.html

Jacksonlark commented 5 years ago

KDD2018 alibaba

https://www.kdd.org/kdd2018/accepted-papers/view/visual-search-at-alibaba