mlsanityData to 7 Oct 2026

Leveraging Weakly Annotated Data for Fashion Image Retrieval and Label Prediction

arXiv 1709.09426 ↗First posted 27 Sep 2017cs.CVcited by 19

Not on the map. Why?

Abstract (arXiv)

In this paper, we present a method to learn a visual representation adapted for e-commerce products. Based on weakly supervised learning, our model learns from noisy datasets crawled on e-commerce website catalogs and does not require any manual labeling. We show that our representation can be used for downward classification tasks over clothing categories with different levels of granularity. We also demonstrate that the learnt representation is suitable for image retrieval. We achieve nearly state-of-art results on the DeepFashion In-Shop Clothes Retrieval and Categories Attributes Prediction tasks, without using the provided training set.

Key facts. Cited by 19 papers in the map (data through 7 Oct 2026). First posted on arXiv 27 Sep 2017.

Builds on

No reference list yet.

Built on by

Cited by year

Citing papers per year: 2021: 8; 2022: 4; 2023: 5; 2024: 0; 2025: 2.

19 papers.

Sort:

  1. 2021FINE Samples for Learning with Noisy Labelscited by 82
  2. 2021Product1M: Towards Weakly Supervised Instance-Level Product Retrieval via Cross-modal Pretrainingcited by 42
  3. 2021M5Product: Self-harmonized Contrastive Learning for E-commercial Multi-modal Pretrainingcited by 26
  4. 2025Limb-Aware Virtual Try-On Network with Progressive Clothing Warpingcited by 5
  5. 2021Smart Fashion: A Review of AI Applications in the Fashion & Apparel Industrycited by 4
  6. 2023Training with Product Digital Twins for AutoRetail Checkoutcited by 4
  7. 2021Large Scale Long-tailed Product Recognition System at Alibabacited by 3
  8. 2021Enhancing Fine-Grained Classification for Low Resolution Imagescited by 3
  9. 2023Cross-Domain Product Representation Learning for Rich-Content E-Commercecited by 3
  10. 2023Efficient Discovery and Effective Evaluation of Visual Perceptual Similarity: A Benchmark and Beyondcited by 3
  11. 2025Progressive Limb-Aware Virtual Try-Oncited by 3
  12. 2021FashionSearchNet-v2: Learning Attribute Representations with Localization for Image Retrieval with Attribute Manipulationcited by 2
7 more
  1. 2022Deep Image Retrieval is not Robust to Label Noisecited by 2
  2. 2022Entity-Graph Enhanced Cross-Modal Pretraining for Instance-level Product Retrievalcited by 2
  3. 2021Automated System for Ship Detection from Medium Resolution Satellite Optical Imagerycited by 1
  4. 2023AI Recommendation System for Enhanced Customer Experience: A Novel Image-to-Text Methodcited by 1
  5. 2022Technologies for AI-Driven Fashion Social Networking Service with E-Commercecited by 0
  6. 2022Design-time Fashion Popularity Forecasting in VR Environmentscited by 0
  7. 2023Content-based jewellery item retrieval using the local region-based histogramscited by 0