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Despite progress in perceptual tasks such as image classification, computers still perform poorly on cognitive tasks such as image description and question answering. Cognition is core to tasks that involve not just recognizing, but…

Computer Vision and Pattern Recognition · Computer Science 2016-02-25 Ranjay Krishna , Yuke Zhu , Oliver Groth , Justin Johnson , Kenji Hata , Joshua Kravitz , Stephanie Chen , Yannis Kalantidis , Li-Jia Li , David A. Shamma , Michael S. Bernstein , Fei-Fei Li

Fake news has altered society in negative ways in politics and culture. It has adversely affected both online social network systems as well as offline communities and conversations. Using automatic machine learning classification models is…

Computation and Language · Computer Science 2020-03-13 Kai Nakamura , Sharon Levy , William Yang Wang

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…

Computer Vision and Pattern Recognition · Computer Science 2018-04-27 Pongsate Tangseng , Kota Yamaguchi , Takayuki Okatani

We present Flat'n'Fold, a novel large-scale dataset for garment manipulation that addresses critical gaps in existing datasets. Comprising 1,212 human and 887 robot demonstrations of flattening and folding 44 unique garments across 8…

Fashion understanding requires both visual perception and expert-level reasoning about style, occasion, compatibility, and outfit rationale. However, existing fashion datasets remain fragmented and task-specific, often focusing on item…

Computer Vision and Pattern Recognition · Computer Science 2026-04-14 Kaidong Feng , Zhuoxuan Huang , Huizhong Guo , Yuting Jin , Xinyu Chen , Yue Liang , Yifei Gai , Li Zhou , Yunshan Ma , Zhu Sun

Multi-label classification models have a wide range of applications in E-commerce, including visual-based label predictions and language-based sentiment classifications. A major challenge in achieving satisfactory performance for these…

Computer Vision and Pattern Recognition · Computer Science 2023-06-07 Xin Shen , Praful Agrawal , Zhongwei Cheng

When people talk about fashion, they care about the underlying meaning of fashion concepts,e.g., style.For example, people ask questions like what features make this dress smart.However, the product descriptions in today fashion websites…

Information Retrieval · Computer Science 2020-03-19 Yuan Shen , Shanduojiao Jiang , Muhammad Rizky Wellyanto , Ranjitha Kumar

In this paper, we introduce the ShopSign dataset, which is a newly developed natural scene text dataset of Chinese shop signs in street views. Although a few scene text datasets are already publicly available (e.g. ICDAR2015, COCO-Text),…

Computer Vision and Pattern Recognition · Computer Science 2019-03-26 Chongsheng Zhang , Guowen Peng , Yuefeng Tao , Feifei Fu , Wei Jiang , George Almpanidis , Ke Chen

Reconstruction of human clothing is an important task and often relies on intrinsic image decomposition. With a lack of domain-specific data and coarse evaluation metrics, existing models failed to produce satisfying results for graphics…

Computer Vision and Pattern Recognition · Computer Science 2021-11-17 Kuo Jiang , Zian Wang , Xiaodong Yang

The development of computer vision algorithms for Unmanned Aerial Vehicles (UAVs) imagery heavily relies on the availability of annotated high-resolution aerial data. However, the scarcity of large-scale real datasets with pixel-level…

Computer Vision and Pattern Recognition · Computer Science 2023-08-22 Giulia Rizzoli , Francesco Barbato , Matteo Caligiuri , Pietro Zanuttigh

Object pose estimation is crucial for robotic applications and augmented reality. Beyond instance level 6D object pose estimation methods, estimating category-level pose and shape has become a promising trend. As such, a new research field…

Computer Vision and Pattern Recognition · Computer Science 2022-05-19 Pengyuan Wang , HyunJun Jung , Yitong Li , Siyuan Shen , Rahul Parthasarathy Srikanth , Lorenzo Garattoni , Sven Meier , Nassir Navab , Benjamin Busam

Extracting information related to weather and visual conditions at a given time and space is indispensable for scene awareness, which strongly impacts our behaviours, from simply walking in a city to riding a bike, driving a car, or…

Computer Vision and Pattern Recognition · Computer Science 2019-10-23 Mohamed R. Ibrahim , James Haworth , Tao Cheng

In this paper, we aim to improve the dataset foundation for pedestrian attribute recognition in real surveillance scenarios. Recognition of human attributes, such as gender, and clothes types, has great prospects in real applications.…

Computer Vision and Pattern Recognition · Computer Science 2016-04-28 Dangwei Li , Zhang Zhang , Xiaotang Chen , Haibin Ling , Kaiqi Huang

Matching clothing images from customers and online shopping stores has rich applications in E-commerce. Existing algorithms encoded an image as a global feature vector and performed retrieval with the global representation. However,…

Computer Vision and Pattern Recognition · Computer Science 2019-09-02 Zhanghui Kuang , Yiming Gao , Guanbin Li , Ping Luo , Yimin Chen , Liang Lin , Wayne Zhang

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…

Computer Vision and Pattern Recognition · Computer Science 2024-12-24 Victor Kitov , Valentin Abramov , Mikhail Akhtyrchenko

With the proliferation of social media, fashion inspired from celebrities, reputed designers as well as fashion influencers has shortened the cycle of fashion design and manufacturing. However, with the explosion of fashion related content…

Computer Vision and Pattern Recognition · Computer Science 2018-06-29 Vijay Gabale , Anand Prabhu Subramanian

Retrieving clothes which are worn in social media videos (Instagram, TikTok) is the latest frontier of e-fashion, referred to as "video-to-shop" in the computer vision literature. In this paper we present MovingFashion, the first publicly…

Computer Vision and Pattern Recognition · Computer Science 2021-10-15 Marco Godi , Christian Joppi , Geri Skenderi , Marco Cristani

Image annotation aims to annotate a given image with a variable number of class labels corresponding to diverse visual concepts. In this paper, we address two main issues in large-scale image annotation: 1) how to learn a rich feature…

Computer Vision and Pattern Recognition · Computer Science 2018-10-22 Yulei Niu , Zhiwu Lu , Ji-Rong Wen , Tao Xiang , Shih-Fu Chang

In this work we explore the task of instance segmentation with attribute localization, which unifies instance segmentation (detect and segment each object instance) and fine-grained visual attribute categorization (recognize one or multiple…

Computer Vision and Pattern Recognition · Computer Science 2020-07-21 Menglin Jia , Mengyun Shi , Mikhail Sirotenko , Yin Cui , Claire Cardie , Bharath Hariharan , Hartwig Adam , Serge Belongie

Millions of people around the world have low or no vision. Assistive software applications have been developed for a variety of day-to-day tasks, including optical character recognition, scene identification, person recognition, and…

Computer Vision and Pattern Recognition · Computer Science 2022-04-11 Felipe Oviedo , Srinivas Vinnakota , Eugene Seleznev , Hemant Malhotra , Saqib Shaikh , Juan Lavista Ferres