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Parsing clothing in fashion photographs

Published: 16 June 2012 Publication History

Abstract

In this paper we demonstrate an effective method for parsing clothing in fashion photographs, an extremely challenging problem due to the large number of possible garment items, variations in configuration, garment appearance, layering, and occlusion. In addition, we provide a large novel dataset and tools for labeling garment items, to enable future research on clothing estimation. Finally, we present intriguing initial results on using clothing estimates to improve pose identification, and demonstrate a prototype application for pose-independent visual garment retrieval.

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cover image Guide Proceedings
CVPR '12: Proceedings of the 2012 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
June 2012
3800 pages
ISBN:9781467312264

Publisher

IEEE Computer Society

United States

Publication History

Published: 16 June 2012

Author Tags

  1. Clothing
  2. Estimation
  3. Joints
  4. Labeling
  5. Prototypes
  6. Training
  7. Visualization

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  • (2023)Appearance and Pose-guided Human Generation: A SurveyACM Computing Surveys10.1145/363706056:5(1-35)Online publication date: 9-Dec-2023
  • (2023)A Survey on Fashion Image RetrievalACM Computing Surveys10.1145/363655256:6(1-25)Online publication date: 13-Dec-2023
  • (2023)A Review of Modern Fashion Recommender SystemsACM Computing Surveys10.1145/362473356:4(1-37)Online publication date: 21-Oct-2023
  • (2021)A Novel Human Parsing Method Driven by Multi-Scale Feature Blend NetworkProceedings of the 2021 4th International Conference on Robot Systems and Applications10.1145/3467691.3467692(30-38)Online publication date: 9-Apr-2021
  • (2021)Multi-human Parsing with a Graph-based Generative Adversarial ModelACM Transactions on Multimedia Computing, Communications, and Applications10.1145/341821717:1(1-21)Online publication date: 16-Apr-2021
  • (2019)A review of recurrent neural networksNeural Computation10.1162/neco_a_0119931:7(1235-1270)Online publication date: 1-Jul-2019
  • (2019)Interpretable Partitioned Embedding for Intelligent Multi-item Fashion Outfit CompositionACM Transactions on Multimedia Computing, Communications, and Applications10.1145/332633215:2s(1-20)Online publication date: 29-Jul-2019
  • (2019)Improving Outfit Recommendation with Co-supervision of Fashion GenerationThe World Wide Web Conference10.1145/3308558.3313614(1095-1105)Online publication date: 13-May-2019
  • (2019)Understanding the Role of Style in E-commerce ShoppingProceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining10.1145/3292500.3330760(3112-3120)Online publication date: 25-Jul-2019
  • (2019)POG: Personalized Outfit Generation for Fashion Recommendation at Alibaba iFashionProceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining10.1145/3292500.3330652(2662-2670)Online publication date: 25-Jul-2019
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