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User-generated content, such as photos, comprises the majority of online media content and drives engagement due to the human ability to process visual information quickly. Consequently, many online platforms are designed for sharing visual…

Human-Computer Interaction · Computer Science 2026-01-08 Mete Harun Akcay , Siddharth Prakash Rao , Alexandros Bakas , Buse Gul Atli

We introduce a trend-aware and visually-grounded fashion recommendation system that integrates deep visual representations, garment-aware segmentation, semantic category similarity and user behavior simulation. Our pipeline extracts focused…

Computer Vision and Pattern Recognition · Computer Science 2025-06-10 Mohamed Djilani , Nassim Ali Ousalah , Nidhal Eddine Chenni

In social media, we communicate through pictures, videos, short codes, links, partial phrases. It is a rich, and digitally documented communication channel that relies on a multitude of media and forms. These channels are sorted by…

Computation and Language · Computer Science 2019-11-01 Selena Savic

Influencer Marketing generated $16 billion in 2022. Usually, the more popular influencers are paid more for their collaborations. Thus, many services were created to boost profiles' popularity metrics through bots or fake accounts. However,…

Social and Information Networks · Computer Science 2023-04-06 Pier Paolo Tricomi , Sousan Tarahomi , Christian Cattai , Francesco Martini , Mauro Conti

Image-based virtual try-on aims to synthesize a naturally dressed person image with a clothing image, which revolutionizes online shopping and inspires related topics within image generation, showing both research significance and…

Computer Vision and Pattern Recognition · Computer Science 2024-09-04 Dan Song , Xuanpu Zhang , Juan Zhou , Weizhi Nie , Ruofeng Tong , Mohan Kankanhalli , An-An Liu

The spreading of news, memes and other pieces of information occurring via online social platforms has a strong and growing impact on our modern societies, with enormous consequences, that may be beneficial but also catastrophic. In this…

Physics and Society · Physics 2018-08-01 Daniele Notarmuzi , Claudio Castellano

Bots are user accounts in social media which are controlled by computer programs. Similar to many other things, they are used for both good and evil purposes. One nefarious use-case for them is to spread misinformation or biased data in the…

Social and Information Networks · Computer Science 2020-08-11 Muhammad Bazm , Masoud Asadpour

We analyzed 1,596 sub-conversations within 451 direct message (DM) conversations from 67 teens (ages 13-17) who engaged in private discussions about body image on Instagram. Our findings show that teens often receive support when sharing…

Human-Computer Interaction · Computer Science 2025-04-04 Abdulmalik Alluhidan , Jinkyung Katie Park , Mamtaj Akter , Rachel Rodgers , Afsaneh Razi , Pamela J. Wisniewski

Social media has gained an immense popularity over the last decade. People tend to express opinions about their daily encounters on social media freely. These daily encounters include the places they traveled, hotels or restaurants they…

Representation is the way in which human beings re-present the reality of what is happening, both externally and internally. Thus, visual representation as a means of communication uses elements to build a narrative, just as spoken and…

Computer Vision and Pattern Recognition · Computer Science 2021-12-16 María Jesús Cano-Martínez , Miguel Carrasco , Joaquín Sandoval , César González-Martín

Social media content shared today in cities, such as Instagram images, their tags and descriptions, is the key form of contemporary city life. It tells people where activities and locations that interest them are and it allows them to share…

Social and Information Networks · Computer Science 2016-09-13 Agustin Indaco , Lev Manovich

Real-world image recognition systems need to recognize tens of thousands of classes that constitute a plethora of visual concepts. The traditional approach of annotating thousands of images per class for training is infeasible in such a…

Computer Vision and Pattern Recognition · Computer Science 2017-08-08 Ang Li , Allan Jabri , Armand Joulin , Laurens van der Maaten

We investigate the predictive power behind the language of food on social media. We collect a corpus of over three million food-related posts from Twitter and demonstrate that many latent population characteristics can be directly predicted…

Computation and Language · Computer Science 2016-11-15 Daniel Fried , Mihai Surdeanu , Stephen Kobourov , Melanie Hingle , Dane Bell

The rapid growth of the online fashion market brought demands for innovative fashion services and commerce platforms. With the recent success of deep learning, many applications employ AI technologies such as visual search and recommender…

Information Retrieval · Computer Science 2022-03-22 Jinseok Seol , Seongjae Kim , Sungchan Park , Holim Lim , Hyunsoo Na , Eunyoung Park , Dohee Jung , Soyoung Park , Kangwoo Lee , Sang-goo Lee

The evolution of social media popularity exhibits rich temporality, i.e., popularities change over time at various levels of temporal granularity. This is influenced by temporal variations of public attentions or user activities. For…

Social and Information Networks · Computer Science 2018-01-19 Bo Wu , Wen-Huang Cheng , Yongdong Zhang , Tao Mei

This paper introduces a new challenge for image similarity search in the context of fashion, addressing the inherent ambiguity in this domain stemming from complex images. We present Referred Visual Search (RVS), a task allowing users to…

Computer Vision and Pattern Recognition · Computer Science 2024-05-16 Simon Lepage , Jérémie Mary , David Picard

Combining items of clothing into an outfit is a major task in fashion retail. Recommending sets of items that are compatible with a particular seed item is useful for providing users with guidance and inspiration, but is currently a manual…

Computer Vision and Pattern Recognition · Computer Science 2019-04-02 Elaine M. Bettaney , Stephen R. Hardwick , Odysseas Zisimopoulos , Benjamin Paul Chamberlain

Fashion content generation is an emerging area at the intersection of artificial intelligence and creative design, with applications ranging from virtual try-on to culturally diverse design prototyping. Existing methods often struggle with…

Computation and Language · Computer Science 2025-01-28 Spencer Ramsey , Amina Grant , Jeffrey Lee

A main characteristic of social media is that its diverse content, copiously generated by both standard outlets and general users, constantly competes for the scarce attention of large audiences. Out of this flood of information some topics…

Physics and Society · Physics 2011-12-21 Chunyan Wang , Bernardo A. Huberman

We present Fashion-MNIST, a new dataset comprising of 28x28 grayscale images of 70,000 fashion products from 10 categories, with 7,000 images per category. The training set has 60,000 images and the test set has 10,000 images. Fashion-MNIST…

Machine Learning · Computer Science 2017-09-19 Han Xiao , Kashif Rasul , Roland Vollgraf