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This paper presents a novel semi-supervised deep learning algorithm for retrieving similar 2D and 3D videos based on visual content. The proposed approach combines the power of deep convolutional and recurrent neural networks with dynamic…

计算机视觉与模式识别 · 计算机科学 2023-09-06 Yintai Ma , Diego Klabjan

In e-commerce, head queries account for the vast majority of gross merchandise sales and improvements to head queries are highly impactful to the business. While most supervised approaches to search perform better in head queries vs. tail…

信息检索 · 计算机科学 2023-11-16 Jon Eskreis-Winkler , Yubin Kim , Andrew Stanton

While high-dimensional search-by-similarity techniques reached their maturity and in overall provide good performance, most of them are unable to cope with very large multimedia collections. The 'big data' challenge however has to be…

信息检索 · 计算机科学 2015-02-02 Denis Shestakov , Diana Moise

GUI design is an integral part of software development. The process of designing a mobile application typically starts with the ideation and inspiration search from existing designs. However, existing information-retrieval based, and…

软件工程 · 计算机科学 2022-04-15 Sidong Feng , Chunyang Chen , Zhenchang Xing

Most of the internet today is composed of digital media that includes videos and images. With pixels becoming the currency in which most transactions happen on the internet, it is becoming increasingly important to have a way of browsing…

信息检索 · 计算机科学 2018-01-12 Tanya Piplani , David Bamman

Our objective is language-based search of large-scale image and video datasets. For this task, the approach that consists of independently mapping text and vision to a joint embedding space, a.k.a. dual encoders, is attractive as retrieval…

计算机视觉与模式识别 · 计算机科学 2021-03-31 Antoine Miech , Jean-Baptiste Alayrac , Ivan Laptev , Josef Sivic , Andrew Zisserman

Product retrieval is of great importance in the ecommerce domain. This paper introduces our 1st-place solution in eBay eProduct Visual Search Challenge (FGVC9), which is featured for an ensemble of about 20 models from vision models and…

计算机视觉与模式识别 · 计算机科学 2022-07-27 Wenhao Wang , Yifan Sun , Zongxin Yang , Yi Yang

In this paper, we present LookBench (We use the term "look" to reflect retrieval that mirrors how people shop -- finding the exact item, a close substitute, or a visually consistent alternative.), a live, holistic and challenging benchmark…

计算机视觉与模式识别 · 计算机科学 2026-04-14 Gensmo. ai , Chao Gao , Siqiao Xue , Jiwen Fu , Tingyi Gu , Shanshan Li , Fan Zhou

This paper introduces Seeker, a system that allows users to interactively refine search rankings in real time, through feedback in the form of likes and dislikes. When searching online, users may not know how to accurately describe their…

信息检索 · 计算机科学 2020-06-09 Ari Biswas , Thai T Pham , Michael Vogelsong , Benjamin Snyder , Houssam Nassif

Different from shopping in physical stores, where people have the opportunity to closely check a product (e.g., touching the surface of a T-shirt or smelling the scent of perfume) before making a purchase decision, online shoppers rely…

计算机视觉与模式识别 · 计算机科学 2020-12-14 Liang Han , Zhaozheng Yin , Zhurong Xia , Li Guo , Mingqian Tang , Rong Jin

Search queries are appropriate when users have explicit intent, but they perform poorly when the intent is difficult to express or if the user is simply looking to be inspired. Visual browsing systems allow e-commerce platforms to address…

Existing neural radiance field-based methods can achieve real-time rendering of small scenes on the web platform. However, extending these methods to large-scale scenes still poses significant challenges due to limited resources in…

计算机视觉与模式识别 · 计算机科学 2024-04-02 Kaiwen Song , Xiaoyi Zeng , Chenqu Ren , Juyong Zhang

In product search, the retrieval of candidate products before re-ranking is more critical and challenging than other search like web search, especially for tail queries, which have a complex and specific search intent. In this paper, we…

Visual search is critical for e-commerce, especially in style-driven domains where user intent is subjective and open-ended. Existing industrial systems typically couple object detection with taxonomy-based classification and rely on…

计算机视觉与模式识别 · 计算机科学 2026-01-21 Cheng Lyu , Jingyue Zhang , Ryan Maunu , Mengwei Li , Vinny DeGenova , Yuanli Pei

Proliferation of touch-based devices has made sketch-based image retrieval practical. While many methods exist for sketch-based object detection/image retrieval on small datasets, relatively less work has been done on large (web)-scale…

计算机视觉与模式识别 · 计算机科学 2015-11-03 Sarthak Parui , Anurag Mittal

For decades, the growth and volume of digital data collection has made it challenging to digest large volumes of information and extract underlying structure. Coined 'Big Data', massive amounts of information has quite often been gathered…

人机交互 · 计算机科学 2016-11-17 Andrew Moran , Vijay Gadepally , Matthew Hubbell , Jeremy Kepner

We present a complete map management process for a visual localization system designed for multi-vehicle long- term operations in resource constrained outdoor environments. Outdoor visual localization generates large amounts of data that…

机器人学 · 计算机科学 2018-08-09 Mathias Bürki , Marcin Dymczyk , Igor Gilitschenski , Cesar Cadena , Roland Siegwart , Juan Nieto

Searching for relative mobile user interface (UI) design examples can aid interface designers in gaining inspiration and comparing design alternatives. However, finding such design examples is challenging, especially as current search…

人机交互 · 计算机科学 2021-02-11 Sara Bunian , Kai Li , Chaima Jemmali , Casper Harteveld , Yun Fu , Magy Seif El-Nasr

In this paper, we present an architecture executing a complex machine learning model such as a neural network capturing semantic similarity between a query and a document; and deploy to a real-world production system serving 500M+users. We…

信息检索 · 计算机科学 2018-06-07 Rohan Ramanath , Gungor Polatkan , Liqin Xu , Harold Lee , Bo Hu , Shan Zhou

Nowadays, with many e-commerce platforms conducting global business, e-commerce search systems are required to handle product retrieval under multilingual scenarios. Moreover, comparing with maintaining per-country specific e-commerce…

计算与语言 · 计算机科学 2021-05-10 Hanqing Lu , Youna Hu , Tong Zhao , Tony Wu , Yiwei Song , Bing Yin