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Multi-modal generation has been widely explored in recent years. Current research directions involve generating text based on an image or vice versa. In this paper, we propose a new task called CIGLI: Conditional Image Generation from…

Computer Vision and Pattern Recognition · Computer Science 2021-08-23 Xiaopeng Lu , Lynnette Ng , Jared Fernandez , Hao Zhu

This research presents an exploration and study of the recipe generation task by fine-tuning various very small language models, with a focus on developing robust evaluation metrics and comparing across different language models the…

Computation and Language · Computer Science 2025-02-18 Anneketh Vij , Changhao Liu , Rahul Anil Nair , Theodore Eugene Ho , Edward Shi , Ayan Bhowmick

We introduce a multi-modal discriminative and generative frame-work capable of assisting humans in producing visual content re-lated to a given theme, starting from a collection of documents(textual, visual, or both). This framework can be…

Image and Video Processing · Electrical Eng. & Systems 2020-02-07 Michele Merler , Cicero Nogueira dos Santos , Mauro Martino , Alfio M. Gliozzo , John R. Smith

The performance of unified multimodal models for image generation and editing is fundamentally constrained by the quality and comprehensiveness of their training data. While existing datasets have covered basic tasks like style transfer and…

Computer Vision and Pattern Recognition · Computer Science 2025-09-30 Zhihong Chen , Xuehai Bai , Yang Shi , Chaoyou Fu , Huanyu Zhang , Haotian Wang , Xiaoyan Sun , Zhang Zhang , Liang Wang , Yuanxing Zhang , Pengfei Wan , Yi-Fan Zhang

Food choices shape both human and planetary health; yet, designing foods that are delicious, nutritious, and sustainable remains challenging. Here we show that generative artificial intelligence can learn the structure of the human palate…

Computational Engineering, Finance, and Science · Computer Science 2026-02-04 Vahidullah Tac , Christopher Gardner , Ellen Kuhl

Cooking process visualization is a promising task in the intersection of image generation and food analysis, which aims to generate an image for each cooking step of a recipe. However, most existing works focus on generating images of…

Computer Vision and Pattern Recognition · Computer Science 2025-11-07 Mengling Xu , Ming Tao , Bing-Kun Bao

Cooking recipes allow individuals to exchange culinary ideas and provide food preparation instructions. Due to a lack of adequate labeled data, categorizing raw recipes found online to the appropriate food genres is a challenging task in…

Computation and Language · Computer Science 2023-06-14 Nazmus Sakib , G. M. Shahariar , Md. Mohsinul Kabir , Md. Kamrul Hasan , Hasan Mahmud

Learning to use feature-rich software is a persistent challenge, but generative AI tools promise to lower this barrier by replacing complex navigation with natural language prompts. We investigated how people approach prompt-based tools for…

Human-Computer Interaction · Computer Science 2026-04-01 Kanak Gautam , Poorvi Bhatia , Parmit K. Chilana

The use of generative AI-based coding assistants like ChatGPT and Github Copilot is a reality in contemporary software development. Many of these tools are provided as remote APIs. Using third-party APIs raises data privacy and security…

Software Engineering · Computer Science 2025-01-20 Negar Alizadeh , Boris Belchev , Nishant Saurabh , Patricia Kelbert , Fernando Castor

Graphical User Interface (or simply UI) is a primary mean of interaction between users and their devices. In this paper, we discuss three complementary Artificial Intelligence (AI) approaches for triggering the creativity of app designers…

Human-Computer Interaction · Computer Science 2025-01-29 Jialiang Wei , Anne-Lise Courbis , Thomas Lambolais , Gérard Dray , Walid Maalej

Artificial Intelligence (AI) has become essential for analyzing complex data and solving highly-challenging tasks. It is being applied across numerous disciplines beyond computer science, including Food Engineering, where there is a growing…

This tutorial addresses the challenge of incorporating large language models (LLMs), such as ChatGPT, in a data analytics class. It details several new in-class and out-of-class teaching techniques enabled by AI. For example, instructors…

Computers and Society · Computer Science 2024-11-13 Robert L. Bray

People get informed of a daily task plan through diverse media involving both texts and images. However, most prior research only focuses on LLM's capability of textual plan generation. The potential of large-scale models in providing…

Computer Vision and Pattern Recognition · Computer Science 2025-06-16 Xiaoxin Lu , Ranran Haoran Zhang , Yusen Zhang , Rui Zhang

The enormous progress in the field of artificial intelligence (AI) enables retail companies to automate their processes and thus to save costs. Thereby, many AI-based automation approaches are based on machine learning and computer vision.…

Computer Vision and Pattern Recognition · Computer Science 2024-11-22 Christoph Brosch , Alexander Bouwens , Sebastian Bast , Swen Haab , Rolf Krieger

Creating meaningful visual narratives through human-AI collaboration requires understanding how text-image intertextuality emerges when textual intentions meet AI-generated visuals. We conducted a three-phase qualitative study with 15…

Human-Computer Interaction · Computer Science 2025-11-06 Mengyao Guo , Kexin Nie , Ze Gao , Black Sun , Xueyang Wang , Jinda Han , Xingting Wu

Multilabel conditional image generation is a challenging problem in computer vision. In this work we propose Multi-ingredient Pizza Generator (MPG), a conditional Generative Neural Network (GAN) framework for synthesizing multilabel images.…

Computer Vision and Pattern Recognition · Computer Science 2021-10-07 Fangda Han , Guoyao Hao , Ricardo Guerrero , Vladimir Pavlovic

The accelerating growth of photographic collections has outpaced manual cataloguing, motivating the use of vision language models (VLMs) to automate metadata generation. This study examines whether Al-generated catalogue descriptions can…

Human-Computer Interaction · Computer Science 2025-07-11 Line Abele , Gerrit Anders , Tolgahan Aydın , Jürgen Buder , Helen Fischer , Dominik Kimmel , Markus Huff

People increasingly use multiple Multimodal Large Language Models (MLLMs) concurrently, selecting each based on its perceived strengths. This cross-platform practice creates coordination challenges: adapting prompts to different interfaces,…

Human-Computer Interaction · Computer Science 2026-03-30 Seunghwa Pyo , Donggun Lee , Jungwoo Rhee , Soobin Park , Youn-kyung Lim

Previous efforts to support creative problem-solving have included (a) techniques (such as brainstorming and design thinking) to stimulate creative ideas, and (b) software tools to record and share these ideas. Now, generative AI…

We present a novel framework to advance generative artificial intelligence (AI) applications in the realm of printed art products, specifically addressing large-format products that require high-resolution artworks. The framework consists…

Computer Vision and Pattern Recognition · Computer Science 2024-05-29 Noah Pursell , Anindya Maiti
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