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Since the beginning of early civilizations, social relationships derived from each individual fundamentally form the basis of social structure in our daily life. In the computer vision literature, much progress has been made in scene…

Computer Vision and Pattern Recognition · Computer Science 2017-08-03 Junnan Li , Yongkang Wong , Qi Zhao , Mohan S. Kankanhalli

We present a method to determine Fashion DNA, coordinate vectors locating fashion items in an abstract space. Our approach is based on a deep neural network architecture that ingests curated article information such as tags and images, and…

Information Retrieval · Computer Science 2016-09-09 Christian Bracher , Sebastian Heinz , Roland Vollgraf

Personalized generative recommender systems have emerged as a promising solution for fashion recommendation. However, existing methods primarily rely on implicit visual embeddings from historical interactions, which often contain…

Information Retrieval · Computer Science 2026-05-19 Mingzhe Yu , Lei Wu , Qianru Sun , Yunshan Ma

With the rapid growth of fashion-focused social networks and online shopping, intelligent fashion recommendation is now in great need. We design algorithms which automatically suggest users outfits (e.g. a shirt, together with a skirt and a…

Computer Vision and Pattern Recognition · Computer Science 2018-10-08 Tong He , Yang Hu

Fashion is an increasingly important topic in computer vision, in particular the so-called street-to-shop task of matching street images with shop images containing similar fashion items. Solving this problem promises new means of making…

Computer Vision and Pattern Recognition · Computer Science 2018-07-03 Julia Lasserre , Katharina Rasch , Roland Vollgraf

Item recommendation (the task of predicting if a user may interact with new items from the catalogue in a recommendation system) and link prediction (the task of identifying missing links in a knowledge graph) have long been regarded as…

Information Retrieval · Computer Science 2024-09-12 Daniele Malitesta , Alberto Carlo Maria Mancino , Pasquale Minervini , Tommaso Di Noia

Our ability to interact with the world around us relies on being able to infer what actions objects afford -- often referred to as affordances. The neural mechanisms of object-action associations are realized in the visuomotor pathway where…

Neurons and Cognition · Quantitative Biology 2020-02-24 Aria Yuan Wang , Michael J. Tarr

This paper presents the design of deep learning architectures which allow to classify the social relationship existing between two people who are walking in a side-by-side formation into four possible categories --colleagues, couple, family…

Machine Learning · Computer Science 2022-07-08 Oscar Castro , Ely Repiso , Anais Garrell , Alberto Sanfeliu

Relative attribute models can compare images in terms of all detected properties or attributes, exhaustively predicting which image is fancier, more natural, and so on without any regard to ordering. However, when humans compare images,…

Computer Vision and Pattern Recognition · Computer Science 2018-04-17 Steven Chen , Kristen Grauman

Perceptual judgment of image similarity by humans relies on rich internal representations ranging from low-level features to high-level concepts, scene properties and even cultural associations. However, existing methods and datasets…

Computer Vision and Pattern Recognition · Computer Science 2018-10-22 Amir Rosenfeld , Markus D. Solbach , John K. Tsotsos

Existing fashion recommendation systems encounter difficulties in using visual data for accurate and personalized recommendations. This research describes an innovative end-to-end pipeline that uses artificial intelligence to provide…

Information Retrieval · Computer Science 2023-11-17 Mohamaed Foued Ayedi , Hiba Ben Salem , Soulaimen Hammami , Ahmed Ben Said , Rateb Jabbar , Achraf CHabbouh

Images are not simply sets of objects: each image represents a web of interconnected relationships. These relationships between entities carry semantic meaning and help a viewer differentiate between instances of an entity. For example, in…

Computer Vision and Pattern Recognition · Computer Science 2018-03-30 Ranjay Krishna , Ines Chami , Michael Bernstein , Li Fei-Fei

It is well known that clothing fashion is a distinctive and often habitual trend in the style in which a person dresses. Clothing fashions are usually expressed with visual stimuli such as style, color, and texture. However, it is not clear…

Computer Vision and Pattern Recognition · Computer Science 2016-08-29 Qin Zou , Zheng Zhang , Qian Wang , Qingquan Li , Long Chen , Song Wang

Each day billions of photographs are uploaded to photo-sharing services and social media platforms. These images are packed with information about how people live around the world. In this paper we exploit this rich trove of data to…

Computer Vision and Pattern Recognition · Computer Science 2017-06-07 Kevin Matzen , Kavita Bala , Noah Snavely

A picture is worth a thousand words. Albeit a clich\'e, for the fashion industry, an image of a clothing piece allows one to perceive its category (e.g., dress), sub-category (e.g., day dress) and properties (e.g., white colour with floral…

Computer Vision and Pattern Recognition · Computer Science 2018-06-26 Beatriz Quintino Ferreira , Luís Baía , João Faria , Ricardo Gamelas Sousa

Discovering social relations in images can make machines better interpret the behavior of human beings. However, automatically recognizing social relations in images is a challenging task due to the significant gap between the domains of…

Computer Vision and Pattern Recognition · Computer Science 2019-01-11 Meng Zhang , Xinchen Liu , Wu Liu , Anfu Zhou , Huadong Ma , Tao Mei

We propose a system which will be able to recommend the user to choose appropriate outfits suits to their personality. The necessity of this system is to reduce the outfit selection and purchasing time; this will also help to create tailor…

Other Computer Science · Computer Science 2014-02-28 Shiv H. Sutar , Akshata H. Khade

Humans are social creatures who readily recognize various social interactions from simple display of moving shapes. While previous research has often focused on visual features, we examine what semantic representations that humans employ to…

Computer Vision and Pattern Recognition · Computer Science 2025-09-26 Yiling Yun , Hongjing Lu

In this work, we propose and address a new computer vision task, which we call fashion item detection, where the aim is to detect various fashion items a person in the image is wearing or carrying. The types of fashion items we consider in…

Computer Vision and Pattern Recognition · Computer Science 2016-11-17 Kota Hara , Vignesh Jagadeesh , Robinson Piramuthu

We introduce a benchmark to directly evaluate the alignment between human observers and vision models on a 3D shape inference task. We leverage an experimental design from the cognitive sciences which requires zero-shot visual inferences…

Computer Vision and Pattern Recognition · Computer Science 2024-09-11 Tyler Bonnen , Stephanie Fu , Yutong Bai , Thomas O'Connell , Yoni Friedman , Nancy Kanwisher , Joshua B. Tenenbaum , Alexei A. Efros
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