Computer Vision and NLP for Multi-Task Fashion Modeling

Computer Vision and NLP for Multi-Task Fashion Modeling

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Computer Vision and NLP for Multi-Task Fashion Modeling

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  1. 1 Intro
  2. 2 Attribute Modeling at Shoprunner
  3. 3 Overview
  4. 4 Why Images and Text?: Jeans
  5. 5 Multi-Task Learning: Karate Kid Example
  6. 6 Multi-Task Learning: Shoprunner Example
  7. 7 Example Multi-Task Network
  8. 8 General Training Protocols
  9. 9 Image Model Architecture: Centercrops
  10. 10 Clothing Detection RED
  11. 11 Clothing Segmentation R&D
  12. 12 Text Model Architecture: BERT
  13. 13 BERT Implementation
  14. 14 Ensemble Architecture
  15. 15 Expanding to New Attributes
  16. 16 Franken Model Process
  17. 17 How do we Train New Attribute Task Heads?
  18. 18 Multi-Dataset Multi-Task Learning
  19. 19 Ongoing Work
  20. 20 Questions?
  21. 21 Contact Info

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