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Fashion Outfit Complementary Item Retrieval

arXiv 1912.08967 ↗First posted 19 Dec 2019cs.CVcited by 42

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Abstract (arXiv)

Complementary fashion item recommendation is critical for fashion outfit completion. Existing methods mainly focus on outfit compatibility prediction but not in a retrieval setting. We propose a new framework for outfit complementary item retrieval. Specifically, a category-based subspace attention network is presented, which is a scalable approach for learning the subspace attentions. In addition, we introduce an outfit ranking loss that better models the item relationships of an entire outfit. We evaluate our method on the outfit compatibility, FITB and new retrieval tasks. Experimental results demonstrate that our approach outperforms state-of-the-art methods in both compatibility prediction and complementary item retrieval

Key facts. Cited by 42 papers in the map (data through 7 Oct 2026). First posted on arXiv 19 Dec 2019.

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Citing papers per year: 2021: 10; 2022: 13; 2023: 6; 2024: 3; 2025: 6; 2026: 4.

42 papers.

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  1. 2023GeneCIS: A Benchmark for General Conditional Image Similaritycited by 46
  2. 2022FashionViL: Fashion-Focused Vision-and-Language Representation Learningcited by 32
  3. 2022OutfitTransformer: Learning Outfit Representations for Fashion Recommendationcited by 24
  4. 2021Fine-Grained Fashion Similarity Prediction by Attribute-Specific Embedding Learningcited by 12
  5. 2021Effectively Leveraging Attributes for Visual Similaritycited by 9
  6. 2023From Region to Patch: Attribute-Aware Foreground-Background Contrastive Learning for Fine-Grained Fashion Retrievalcited by 9
  7. 2021Semi-Supervised Visual Representation Learning for Fashion Compatibilitycited by 8
  8. 2022Image Search with Text Feedback by Additive Attention Compositional Learningcited by 7
  9. 2022UIGR: Unified Interactive Garment Retrievalcited by 6
  10. 2021Contextualizing Meta-Learning via Learning to Decomposecited by 5
  11. 2021Smart Fashion: A Review of AI Applications in the Fashion & Apparel Industrycited by 4
  12. 2021Arbitrary Virtual Try-On Network: Characteristics Preservation and Trade-off between Body and Clothingcited by 4
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  1. 2022Identifying Ambiguous Similarity Conditions via Semantic Matchingcited by 4
  2. 2022BOSS: Bottom-up Cross-modal Semantic Composition with Hybrid Counterfactual Training for Robust Content-based Image Retrievalcited by 4
  3. 2022SAT: Self-adaptive training for fashion compatibility predictioncited by 3
  4. 2023Transformer-based Graph Neural Networks for Outfit Generationcited by 3
  5. 2023Multi-modal Extreme Classificationcited by 3
  6. 2021FashionSearchNet-v2: Learning Attribute Representations with Localization for Image Retrieval with Attribute Manipulationcited by 2
  7. 2021Anchoring to Exemplars for Training Mixture-of-Expert Cell Embeddingscited by 2
  8. 2021Vision Transformer Based Video Hashing Retrieval for Tracing the Source of Fake Videoscited by 2
  9. 2025FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Modelcited by 2
  10. 2025TATTOO: Training-free AesTheTic-aware Outfit recOmmendationcited by 2
  11. 2021fAshIon after fashion: A Report of AI in Fashioncited by 1
  12. 2022VICTOR: Visual Incompatibility Detection with Transformers and Fashion-specific contrastive pre-trainingcited by 1
  13. 2023Lost Your Style? Navigating with Semantic-Level Approach for Text-to-Outfit Retrievalcited by 1
  14. 2024Character-based Outfit Generation with Vision-augmented Style Extraction via LLMscited by 1
  15. 2024FashionFail: Addressing Failure Cases in Fashion Object Detection and Segmentationcited by 1
  16. 2025Training-free Conditional Image Embedding Framework Leveraging Large Vision Language Modelscited by 1
  17. 2022Recommendation of Compatible Outfits Conditioned on Stylecited by 0
  18. 2022An Application to Generate Style Guided Compatible Outfitcited by 0
  19. 2022Learning Fashion Compatibility from In-the-wild Imagescited by 0
  20. 2022Dress Well via Fashion Cognitive Learningcited by 0
  21. 2022Semi-supervised Fashion Compatibility Prediction by Color Distortion Predictioncited by 0
  22. 2023ICAR: Image-based Complementary Auto Reasoningcited by 0
  23. 2024A Survey of Reasoning for Substitution Relationships: Definitions, Methods, and Directionscited by 0
  24. 2025KiseKloset for Fashion Retrieval and Recommendationcited by 0
  25. 2025A Hybrid Multimodal Deep Learning Framework for Intelligent Fashion Recommendationcited by 0
  26. 2025Holi-DETR: Holistic Fashion Item Detection Leveraging Contextual Informationcited by 0
  27. 2026OmniFashion: Towards Generalist Fashion Intelligence via Multi-Task Vision-Language Learningcited by 0
  28. 2026FashionStylist: An Expert Knowledge-enhanced Multimodal Dataset for Fashion Understandingcited by 0
  29. 2026Loom: Hybrid Retrieval-Scoring Outfit Recommendation with Semantic Material Compatibility and Occasion-Aware Embedding Priorscited by 0
  30. 2026Autonomous Fashion Outfit Composition via Unified Aesthetic Foresight Modelcited by 0