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Fashion-Gen: The Generative Fashion Dataset and Challenge

arXiv 1806.08317 ↗First posted 21 Jun 2018stat.ML cs.LGcited by 65

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Abstract (arXiv)

We introduce a new dataset of 293,008 high definition (1360 x 1360 pixels) fashion images paired with item descriptions provided by professional stylists. Each item is photographed from a variety of angles. We provide baseline results on 1) high-resolution image generation, and 2) image generation conditioned on the given text descriptions. We invite the community to improve upon these baselines. In this paper, we also outline the details of a challenge that we are launching based upon this dataset.

Key facts. Cited by 65 papers in the map (data through 7 Oct 2026). First posted on arXiv 21 Jun 2018.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 7; 2022: 14; 2023: 11; 2024: 13; 2025: 8; 2026: 12.

65 papers.

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  1. 2022VLP: A Survey on Vision-Language Pre-trainingcited by 159
  2. 2023Large-scale Multi-Modal Pre-trained Models: A Comprehensive Surveycited by 153
  3. 2021Kaleido-BERT: Vision-Language Pre-training on Fashion Domaincited by 67
  4. 2021Towards Discovery and Attribution of Open-world GAN Generated Imagescited by 66
  5. 2022Evaluation Gaps in Machine Learning Practicecited by 48
  6. 2022Composed Image Retrieval with Text Feedback via Multi-grained Uncertainty Regularizationcited by 45
  7. 2025Ask in Any Modality: A Comprehensive Survey on Multimodal Retrieval-Augmented Generationcited by 42
  8. 2023FAME-ViL: Multi-Tasking Vision-Language Model for Heterogeneous Fashion Taskscited by 37
  9. 2022FashionViL: Fashion-Focused Vision-and-Language Representation Learningcited by 32
  10. 2021Conversational Fashion Image Retrieval via Multiturn Natural Language Feedbackcited by 29
  11. 2023S-CLIP: Semi-supervised Vision-Language Learning using Few Specialist Captionscited by 29
  12. 2023CTP: Towards Vision-Language Continual Pretraining via Compatible Momentum Contrast and Topology Preservationcited by 29
38 more
  1. 2022Progressive Learning for Image Retrieval with Hybrid-Modality Queriescited by 26
  2. 2022CommerceMM: Large-Scale Commerce MultiModal Representation Learning with Omni Retrievalcited by 25
  3. 2023FICE: Text-Conditioned Fashion Image Editing With Guided GAN Inversioncited by 21
  4. 2024UniFashion: A Unified Vision-Language Model for Multimodal Fashion Retrieval and Generationcited by 17
  5. 2021CMA-CLIP: Cross-Modality Attention CLIP for Image-Text Classificationcited by 16
  6. 2022Single-Stream Multi-Level Alignment for Vision-Language Pretrainingcited by 16
  7. 2021Ethics and Creativity in Computer Visioncited by 15
  8. 2022Masked Vision-Language Transformer in Fashioncited by 14
  9. 2023FashionSAP: Symbols and Attributes Prompt for Fine-grained Fashion Vision-Language Pre-trainingcited by 14
  10. 2024Leveraging Large Language Models for Multimodal Searchcited by 11
  11. 2024Test-time Adaptation for Cross-modal Retrieval with Query Shiftcited by 10
  12. 2023OpenFashionCLIP: Vision-and-Language Contrastive Learning with Open-Source Fashion Datacited by 9
  13. 2024SyncMask: Synchronized Attentional Masking for Fashion-centric Vision-Language Pretrainingcited by 8
  14. 2022FaD-VLP: Fashion Vision-and-Language Pre-training towards Unified Retrieval and Captioningcited by 7
  15. 2022Improving Commonsense in Vision-Language Models via Knowledge Graph Riddlescited by 7
  16. 2025MOON: Generative MLLM-based Multimodal Representation Learning for E-commerce Product Understandingcited by 7
  17. 2025Adapting Vision-Language Models Without Labels: A Comprehensive Surveycited by 6
  18. 2021Smart Fashion: A Review of AI Applications in the Fashion & Apparel Industrycited by 4
  19. 2025Seeing the Abstract: Translating the Abstract Language for Vision Language Modelscited by 4
  20. 2022Human Body Measurement Estimation with Adversarial Augmentationcited by 3
  21. 2022GLAMI-1M: A Multilingual Image-Text Fashion Datasetcited by 3
  22. 2023Cross-Domain Product Representation Learning for Rich-Content E-Commercecited by 3
  23. 2026Uncovering the Latent Potential of Deep Intermediate Representationscited by 3
  24. 2023Interactive Fashion Content Generation Using LLMs and Latent Diffusion Modelscited by 2
  25. 2024Reminding Multimodal Large Language Models of Object-aware Knowledge with Retrieved Tagscited by 2
  26. 2024Automatic Generation of Fashion Images using Prompting in Generative Machine Learning Modelscited by 2
  27. 2025Composed Multi-modal Retrieval: A Survey of Approaches and Applicationscited by 2
  28. 2022Chat-to-Design: AI Assisted Personalized Fashion Designcited by 1
  29. 2023TD-GEM: Text-Driven Garment Editing Mappercited by 1
  30. 2024HAIFIT: Human-to-AI Fashion Image Translationcited by 1
  31. 2024AnyDesign: Versatile Area Fashion Editing via Mask-Free Diffusioncited by 1
  32. 2024Dressing the Imagination: A Dataset for AI-Powered Translation of Text into Fashion Outfits and A Novel NeRA Adapter for Enhanced Feature Adaptationcited by 1
  33. 2024FashionFAE: Fine-grained Attributes Enhanced Fashion Vision-Language Pre-trainingcited by 1
  34. 2024MADiff: Text-Guided Fashion Image Editing with Mask Prediction and Attention-Enhanced Diffusioncited by 1
  35. 2025TextTIGER: Text-based Intelligent Generation with Entity Prompt Refinement for Text-to-Image Generationcited by 1
  36. 2026ReflectCAP: Detailed Image Captioning with Reflective Memorycited by 1
  37. 2026Topology-Aware Representation Alignment for Semi-Supervised Vision-Language Learningcited by 1
  38. 2026FashionLens: Toward Versatile Fashion Image Retrieval via Task-Adaptive Learningcited by 1

50 most cited of 65 All 65 (JSON)