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Scalable Vector Graphics (SVG) offer a powerful format for representing visual designs as interpretable code. Recent advances in vision-language models (VLMs) have enabled high-quality SVG generation by framing the problem as a code…

This work presents a dual-agent \ac{llm}-based reasoning framework for automated planar mechanism synthesis that tightly couples linguistic specification with symbolic representation and simulation. From a natural-language task description,…

人工智能 · 计算机科学 2025-10-09 João Pedro Gandarela , Thiago Rios , Stefan Menzel , André Freitas

We design a new technique for the distributional semantic modeling with a neural network-based approach to learn distributed term representations (or term embeddings) - term vector space models as a result, inspired by the recent…

计算与语言 · 计算机科学 2022-01-04 Oleksandr Palagin , Vitalii Velychko , Kyrylo Malakhov , Oleksandr Shchurov

Agentic Artificial Intelligence (AI) systems leveraging Large Language Models (LLMs) exhibit significant potential for complex reasoning, planning, and tool utilization. We demonstrate that a specialized computer vision system can be built…

计算机视觉与模式识别 · 计算机科学 2025-06-23 Jin Kim , Muhammad Wahi-Anwa , Sangyun Park , Shawn Shin , John M. Hoffman , Matthew S. Brown

Converting text descriptions into images using Generative Adversarial Networks has become a popular research area. Visually appealing images have been generated successfully in recent years. Inspired by these studies, we investigated the…

计算机视觉与模式识别 · 计算机科学 2020-07-10 Azmi Can Özgen , Hazım Kemal Ekenel

Chart generation aims to generate code to produce charts satisfying the desired visual properties, e.g., texts, layout, color, and type. It has great potential to empower the automatic professional report generation in financial analysis,…

计算机视觉与模式识别 · 计算机科学 2025-09-19 Bingxuan Li , Yiwei Wang , Jiuxiang Gu , Kai-Wei Chang , Nanyun Peng

Data visualization is essential for interpreting complex datasets, yet traditional tools often require technical expertise, limiting accessibility. VizGen is an AI-assisted graph generation system that empowers users to create meaningful…

Set-of-Mark (SoM) Prompting unleashes the visual grounding capability of GPT-4V, by enabling the model to associate visual objects with tags inserted on the image. These tags, marked with alphanumerics, can be indexed via text tokens for…

计算机视觉与模式识别 · 计算机科学 2025-01-22 An Yan , Zhengyuan Yang , Junda Wu , Wanrong Zhu , Jianwei Yang , Linjie Li , Kevin Lin , Jianfeng Wang , Julian McAuley , Jianfeng Gao , Lijuan Wang

Dialogue systems need to produce responses that realize multiple types of dialogue acts (DAs) with high semantic fidelity. In the past, natural language generators (NLGs) for dialogue were trained on large parallel corpora that map from a…

计算与语言 · 计算机科学 2023-07-28 Angela Ramirez , Karik Agarwal , Juraj Juraska , Utkarsh Garg , Marilyn A. Walker

This paper makes the first attempt towards unsupervised preference alignment in Vision-Language Models (VLMs). We generate chosen and rejected responses with regard to the original and augmented image pairs, and conduct preference alignment…

计算机视觉与模式识别 · 计算机科学 2024-08-22 Ke Zhu , Zheng Ge , Liang Zhao , Xiangyu Zhang

Recently, multimodal large language models (MLLMs) have attracted increasing research attention due to their powerful visual understanding capabilities. While they have achieved impressive results on various vision tasks, their performance…

计算机视觉与模式识别 · 计算机科学 2026-03-18 Chengzhi Xu , Yuyang Wang , Lai Wei , Lichao Sun , Weiran Huang

Large Vision-Language Models (VLMs) have achieved remarkable progress in multimodal understanding, yet they struggle when reasoning over information-intensive images that densely interleave textual annotations with fine-grained graphical…

计算机视觉与模式识别 · 计算机科学 2026-03-02 Yuhan Liu , Lianhui Qin , Shengjie Wang

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…

人机交互 · 计算机科学 2025-07-11 Line Abele , Gerrit Anders , Tolgahan Aydın , Jürgen Buder , Helen Fischer , Dominik Kimmel , Markus Huff

Generating cognitive-aligned layered SVGs remains challenging due to existing methods' tendencies toward either oversimplified single-layer outputs or optimization-induced shape redundancies. We propose LayerTracer, a diffusion transformer…

计算机视觉与模式识别 · 计算机科学 2025-08-14 Yiren Song , Danze Chen , Mike Zheng Shou

Recent advances in text-only large language models (LLMs), such as DeepSeek-R1, demonstrate remarkable reasoning ability. However, these models remain fragile or entirely incapable when extended to multi-modal tasks. Existing approaches…

多智能体系统 · 计算机科学 2025-10-30 Weijia Zhang , Zijia Liu , Haoru Li , Haoqi Chen , Jiaxuan You

Creating interactive scenes often involves complex programming tasks. Although large language models (LLMs) like ChatGPT can generate code from natural language, their output is often error-prone, particularly when scripting interactions…

人机交互 · 计算机科学 2025-02-10 Hui Ye , Chufeng Xiao , Jiaye Leng , Pengfei Xu , Hongbo Fu

Current Artificial Intelligence (AI) systems are frequently built around monolithic models that entangle perception, reasoning, and decision-making, a design that often conflicts with established software architecture principles. Large…

软件工程 · 计算机科学 2026-03-17 Nicolas Schuler , Vincenzo Scotti , Raffaela Mirandola

Image-text matching (ITM) aims to address the fundamental challenge of aligning visual and textual modalities, which inherently differ in their representations, continuous, high-dimensional image features vs. discrete, structured text. We…

多媒体 · 计算机科学 2025-07-14 Junyu Chen , Yihua Gao , Mingyong Li

Image scoring is a crucial task in numerous real-world applications. To trust a model's judgment, understanding its rationale is essential. This paper proposes a novel training method for Vision Language Models (VLMs) to generate not only…

计算机视觉与模式识别 · 计算机科学 2025-06-04 Naoto Tanji , Toshihiko Yamasaki

Image generation models have evolved from text-conditioned pixel synthesis toward multimodal agents endowed with visual comprehension and tool invocation capabilities. Yet, existing agents remain at the mercy of underlying black-box image…

计算机视觉与模式识别 · 计算机科学 2026-05-29 Junyan Ye , Jun He , Zilong Huang , Dongzhi Jiang , Xuan Yang , Rui Chen , Weijia Li
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