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相关论文: RecipeGen: A Step-Aligned Multimodal Benchmark for…

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With the continuous advancement of image generation technology, advanced models such as GPT-Image-1 and Qwen-Image have achieved remarkable text-to-image consistency and world knowledge However, these models still fall short in…

计算机视觉与模式识别 · 计算机科学 2025-12-02 Junyan Ye , Leiqi Zhu , Yuncheng Guo , Dongzhi Jiang , Zilong Huang , Yifan Zhang , Zhiyuan Yan , Haohuan Fu , Conghui He , Weijia Li

In this work we propose a new computational framework, based on generative deep models, for synthesis of photo-realistic food meal images from textual list of its ingredients. Previous works on synthesis of images from text typically rely…

计算机视觉与模式识别 · 计算机科学 2020-02-27 Fangda Han , Ricardo Guerrero , Vladimir Pavlovic

We propose T2I-ReasonBench, a benchmark evaluating reasoning capabilities of text-to-image (T2I) models. It consists of four dimensions: Idiom Interpretation, Textual Image Design, Entity-Reasoning and Scientific-Reasoning. We propose a…

计算机视觉与模式识别 · 计算机科学 2025-08-26 Kaiyue Sun , Rongyao Fang , Chengqi Duan , Xian Liu , Xihui Liu

Text-to-Image (T2I) generation has made significant advancements with diffusion models, yet challenges persist in handling complex instructions, ensuring fine-grained content control, and maintaining deep semantic consistency. Existing T2I…

机器学习 · 计算机科学 2025-08-08 Xiaoqi Dong , Xiangyu Zhou , Nicholas Evans , Yujia Lin

Modern generative models have demonstrated the ability to solve challenging mathematical problems. In many real-world settings, however, mathematical solutions must be expressed visually through diagrams, plots, geometric constructions, and…

Text-to-Image generation has evolved from basic image synthesis into a frequently used core capability in professional creative workflows, where simple text-image alignment can no longer satisfy users' pressing demands for faithful…

In this paper, we introduce Recipe1M+, a new large-scale, structured corpus of over one million cooking recipes and 13 million food images. As the largest publicly available collection of recipe data, Recipe1M+ affords the ability to train…

计算机视觉与模式识别 · 计算机科学 2019-07-11 Javier Marin , Aritro Biswas , Ferda Ofli , Nicholas Hynes , Amaia Salvador , Yusuf Aytar , Ingmar Weber , Antonio Torralba

Understanding and reasoning about cooking recipes is a fruitful research direction towards enabling machines to interpret procedural text. In this work, we introduce RecipeQA, a dataset for multimodal comprehension of cooking recipes. It…

计算与语言 · 计算机科学 2018-09-05 Semih Yagcioglu , Aykut Erdem , Erkut Erdem , Nazli Ikizler-Cinbis

Food computing has emerged as a prominent multidisciplinary field of research in recent years. An ambitious goal of food computing is to develop end-to-end intelligent systems capable of autonomously producing recipe information for a food…

计算机视觉与模式识别 · 计算机科学 2024-05-14 Prateek Chhikara , Dhiraj Chaurasia , Yifan Jiang , Omkar Masur , Filip Ilievski

Video generation has increasingly gained interest in both academia and industry. Although commercial tools can generate plausible videos, there is a limited number of open-source models available for researchers and engineers. In this work,…

计算机视觉与模式识别 · 计算机科学 2023-10-31 Haoxin Chen , Menghan Xia , Yingqing He , Yong Zhang , Xiaodong Cun , Shaoshu Yang , Jinbo Xing , Yaofang Liu , Qifeng Chen , Xintao Wang , Chao Weng , Ying Shan

Recent advances in the machine learning community allowed different use cases to emerge, as its association to domains like cooking which created the computational cuisine. In this paper, we tackle the picture-recipe alignment problem,…

人工智能 · 计算机科学 2018-05-03 Micael Carvalho , Rémi Cadène , David Picard , Laure Soulier , Matthieu Cord

Sharing food has become very popular with the development of social media. For many real-world applications, people are keen to know the underlying recipes of a food item. In this paper, we are interested in automatically generating cooking…

计算机视觉与模式识别 · 计算机科学 2020-09-03 Hao Wang , Guosheng Lin , Steven C. H. Hoi , Chunyan Miao

While generative video models have achieved remarkable visual fidelity, their capacity to internalize and reason over implicit world rules remains a critical yet under-explored frontier. To bridge this gap, we present RISE-Video, a…

计算机视觉与模式识别 · 计算机科学 2026-02-06 Mingxin Liu , Shuran Ma , Shibei Meng , Xiangyu Zhao , Zicheng Zhang , Shaofeng Zhang , Zhihang Zhong , Peixian Chen , Haoyu Cao , Xing Sun , Haodong Duan , Xue Yang

In this paper we want to address the problem of automation for recognition of photographed cooking dishes and generating the corresponding food recipes. Current image-to-recipe models are computation expensive and require powerful GPUs for…

计算机视觉与模式识别 · 计算机科学 2022-05-05 Jianfa Chen , Yue Yin , Yifan Xu

Recent progress in text-to-image (T2I) generation underscores the importance of reliable benchmarks in evaluating how accurately generated images reflect the semantics of their textual prompt. However, (1) existing benchmarks lack the…

计算机视觉与模式识别 · 计算机科学 2026-02-25 Yibin Wang , Zhimin Li , Yuhang Zang , Jiazi Bu , Yujie Zhou , Yi Xin , Junjun He , Chunyu Wang , Qinglin Lu , Cheng Jin , Jiaqi Wang

Creating an image reflecting the content of a long text is a complex process that requires a sense of creativity. For example, creating a book cover or a movie poster based on their summary or a food image based on its recipe. In this paper…

计算机视觉与模式识别 · 计算机科学 2019-01-09 Ori Bar El , Ori Licht , Netanel Yosephian

The AI community has embraced multi-sensory or multi-modal approaches to advance this generation of AI models to resemble expected intelligent understanding. Combining language and imagery represents a familiar method for specific tasks…

计算与语言 · 计算机科学 2023-04-06 David Noever , Samantha Elizabeth Miller Noever

Synthesizing realistic cooked food images from raw inputs on edge devices is a challenging generative task, requiring models to capture complex changes in texture, color and structure during cooking. Existing image-to-image generation…

计算机视觉与模式识别 · 计算机科学 2025-11-24 Jigyasa Gupta , Soumya Goyal , Anil Kumar , Ishan Jindal

Existing text-to-image (T2I) diffusion models face several limitations, including large model sizes, slow runtime, and low-quality generation on mobile devices. This paper aims to address all of these challenges by developing an extremely…

Generative diffusion models are developing rapidly and attracting increasing attention due to their wide range of applications. Image-to-Video (I2V) generation has become a major focus in the field of video synthesis. However, existing…

计算机视觉与模式识别 · 计算机科学 2025-09-30 Ailing Zhang , Lina Lei , Dehong Kong , Zhixin Wang , Jiaqi Xu , Fenglong Song , Chun-Le Guo , Chang Liu , Fan Li , Jie Chen