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RecipeGen: A Benchmark for Real-World Recipe Image Generation

arXiv 2503.05228 ↗First posted 7 Mar 2025cs.CVcited by 1

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Abstract (arXiv)

Recipe image generation is an important challenge in food computing, with applications from culinary education to interactive recipe platforms. However, there is currently no real-world dataset that comprehensively connects recipe goals, sequential steps, and corresponding images. To address this, we introduce RecipeGen, the first real-world goal-step-image benchmark for recipe generation, featuring diverse ingredients, varied recipe steps, multiple cooking styles, and a broad collection of food categories. Data is in https://github.com/zhangdaxia22/RecipeGen.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 17 of its 26 references that are in the map. First posted on arXiv 7 Mar 2025.

Builds on

17 of 26 references.

References · 17

  1. 2020An Image is Worth 16x16 Words: Transformers for Image Recognition at Scalecited by 30,186
  2. 2023GPT-4 Technical Reportcited by 18,396
  3. 2017Towards Automatic Learning of Procedures from Web Instructional Videoscited by 619
  4. 2018Recipe1M+: A Dataset for Learning Cross-Modal Embeddings for Cooking Recipes and Food Imagescited by 118
  5. 2021Large Scale Visual Food Recognitioncited by 75
  6. 2018A Survey on Food Computingcited by 59
  7. 2021Visual Goal-Step Inference using wikiHowcited by 43
  8. 2020RecipeGPT: Generative Pre-training Based Cooking Recipe Generation and Evaluation Systemcited by 34
  9. 2023FoodLMM: A Versatile Food Assistant using Large Multi-modal Modelcited by 32
  10. 2019Food Recommendation: Framework, Existing Solutions and Challengescited by 21
  11. 2020Structure-Aware Generation Network for Recipe Generation from Imagescited by 19
  12. 2023FoodSAM: Any Food Segmentationcited by 19
5 more
  1. 2023FIRE: Food Image to REcipe generationcited by 18
  2. 2021Learning Structural Representations for Recipe Generation and Food Retrievalcited by 17
  3. 2020CookGAN: Meal Image Synthesis from Ingredientscited by 14
  4. 2024FoodSky: A Food-oriented Large Language Model that Passes the Chef and Dietetic Examinationcited by 10
  5. 2020Market2Dish: Health-aware Food Recommendationcited by 8

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Citing papers per year: 2025: 1.

1 paper.

  1. 2025Loom: Diffusion-Transformer for Interleaved Generationcited by 4