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Recommender systems and search are both indispensable in facilitating personalization and ease of browsing in online fashion platforms. However, the two tools often operate independently, failing to combine the strengths of recommender…

信息检索 · 计算机科学 2022-07-26 Karin Sevegnani , Arjun Seshadri , Tian Wang , Anurag Beniwal , Julian McAuley , Alan Lu , Gerard Medioni

Existing works on semantic segmentation typically consider a small number of labels, ranging from tens to a few hundreds. With a large number of labels, training and evaluation of such task become extremely challenging due to correlation…

计算机视觉与模式识别 · 计算机科学 2018-08-21 Yufei Wang , Zhe Lin , Xiaohui Shen , Jianming Zhang , Scott Cohen

In E-commerce, it is a common practice to organize the product catalog using product taxonomy. This enables the buyer to easily locate the item they are looking for and also to explore various items available under a category. Product…

计算机视觉与模式识别 · 计算机科学 2019-08-27 Venkatesh Umaashankar , Girish Shanmugam S , Aditi Prakash

Learning similarity is a key aspect in medical image analysis, particularly in recommendation systems or in uncovering the interpretation of anatomical data in images. Most existing methods learn such similarities in the embedding space…

计算机视觉与模式识别 · 计算机科学 2022-06-22 Sukesh Adiga , Jose Dolz , Herve Lombaert

In most computer vision and image analysis problems, it is necessary to define a similarity measure between two or more different objects or images. Template matching is a classic and fundamental method used to score similarities between…

计算机视觉与模式识别 · 计算机科学 2016-10-25 Nazanin Sadat Hashemi , Roya Babaie Aghdam , Atieh Sadat Bayat Ghiasi , Parastoo Fatemi

Reference-based object composition involves integrating foreground reference image with background scene to produce harmonious fused image. This task becomes particularly challenging in cross-domain scenarios, where models must balance…

计算机视觉与模式识别 · 计算机科学 2026-04-28 Raghu Vamsi Chittersu , Yuvraj Singh Rathore , Pranav Adlinge , Kunal Swami

Fashion recommendation is often declined as the task of finding complementary items given a query garment or retrieving outfits that are suitable for a given user. In this work we address the problem by adding an additional semantic layer…

计算机视觉与模式识别 · 计算机科学 2022-08-02 Federico Becattini , Lavinia De Divitiis , Claudio Baecchi , Alberto Del Bimbo

Fashion retrieval is the challenging task of finding an exact match for fashion items contained within an image. Difficulties arise from the fine-grained nature of clothing items, very large intra-class and inter-class variance.…

计算机视觉与模式识别 · 计算机科学 2022-11-24 Mikolaj Wieczorek , Andrzej Michalowski , Anna Wroblewska , Jacek Dabrowski

We consider grading a fashion outfit for recommendation, where we assume that users have a closet of items and we aim at producing a score for an arbitrary combination of items in the closet. The challenge in outfit grading is that the…

计算机视觉与模式识别 · 计算机科学 2018-04-27 Pongsate Tangseng , Kota Yamaguchi , Takayuki Okatani

Collocated clothing synthesis (CCS) has emerged as a pivotal topic in fashion technology, primarily concerned with the generation of a clothing item that harmoniously matches a given item. However, previous investigations have relied on…

计算机视觉与模式识别 · 计算机科学 2025-01-24 Minglong Dong , Dongliang Zhou , Jianghong Ma , Haijun Zhang

This paper explores the suitability of using automatically discovered topics from MOOC discussion forums for modelling students' academic abilities. The Rasch model from psychometrics is a popular generative probabilistic model that relates…

机器学习 · 计算机科学 2017-03-21 Jiazhen He , Benjamin I. P. Rubinstein , James Bailey , Rui Zhang , Sandra Milligan

Fashion aesthetic evaluation is the task of estimating how well the outfits worn by individuals in images suit them. In this work, we examine the zero-shot performance of GPT-4V on this task for the first time. We show that its predictions…

计算机视觉与模式识别 · 计算机科学 2024-11-01 Yuki Hirakawa , Takashi Wada , Kazuya Morishita , Ryotaro Shimizu , Takuya Furusawa , Sai Htaung Kham , Yuki Saito

Accurate product information is critical for e-commerce stores to allow customers to browse, filter, and search for products. Product data quality is affected by missing or incorrect information resulting in poor customer experience. While…

计算机视觉与模式识别 · 计算机科学 2023-05-10 Enric Moreu , Alex Martinelli , Martina Naughton , Philip Kelly , Noel E. O'Connor

The demand for accurate food quantification has increased in the recent years, driven by the needs of applications in dietary monitoring. At the same time, computer vision approaches have exhibited great potential in automating tasks within…

计算机视觉与模式识别 · 计算机科学 2023-08-23 Valasia Vlachopoulou , Ioannis Sarafis , Alexandros Papadopoulos

Our goal in this paper is to discover near duplicate patterns in large collections of artworks. This is harder than standard instance mining due to differences in the artistic media (oil, pastel, drawing, etc), and imperfections inherent in…

计算机视觉与模式识别 · 计算机科学 2019-03-11 Xi Shen , Alexei A. Efros , Mathieu Aubry

Visual attributes constitute a large portion of information contained in a scene. Objects can be described using a wide variety of attributes which portray their visual appearance (color, texture), geometry (shape, size, posture), and other…

计算机视觉与模式识别 · 计算机科学 2021-06-18 Khoi Pham , Kushal Kafle , Zhe Lin , Zhihong Ding , Scott Cohen , Quan Tran , Abhinav Shrivastava

Fashion is a large and fast-changing industry. Foreseeing the upcoming fashion trends is beneficial for fashion designers, consumers, and retailers. However, fashion trends are often perceived as unpredictable due to the enormous amount of…

计算机视觉与模式识别 · 计算机科学 2019-07-17 Yusan Lin , Hao Yang

We propose a method for joint detection and tracking of multiple objects in 3D point clouds, a task conventionally treated as a two-step process comprising object detection followed by data association. Our method embeds both steps into a…

计算机视觉与模式识别 · 计算机科学 2022-11-03 Jyoti Kini , Ajmal Mian , Mubarak Shah

We present a new dataset with the goal of advancing image style transfer - the task of rendering one image in the style of another image. The dataset covers various content and style images of different size and contains 10.000 stylizations…

计算机视觉与模式识别 · 计算机科学 2024-12-24 Victor Kitov , Valentin Abramov , Mikhail Akhtyrchenko

Fashion style classification is a challenging task because of the large visual variation within the same style and the existence of visually similar styles. Styles are expressed not only by the global appearance, but also by the attributes…

计算机视觉与模式识别 · 计算机科学 2025-12-24 Jinyoung Choi , Youngchae Kwon , Injung Kim
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