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Draco introduced a constraint-based framework to model visualization design in an extensible and testable form. It provides a way to abstract design guidelines from theoretical and empirical studies and applies the knowledge in automated…

Human-Computer Interaction · Computer Science 2023-08-29 Junran Yang , Péter Ferenc Gyarmati , Zehua Zeng , Dominik Moritz

In the face of complex decisions, people often engage in a three-stage process that spans from (1) exploring and analyzing pertinent information (intelligence); (2) generating and exploring alternative options (design); and ultimately…

Human-Computer Interaction · Computer Science 2023-12-25 Emre Oral , Ria Chawla , Michel Wijkstra , Narges Mahyar , Evanthia Dimara

Text-to-image multimodal tasks, generating/retrieving an image from a given text description, are extremely challenging tasks since raw text descriptions cover quite limited information in order to fully describe visually realistic images.…

Computer Vision and Pattern Recognition · Computer Science 2020-10-27 Soyeon Caren Han , Siqu Long , Siwen Luo , Kunze Wang , Josiah Poon

Attention-based neural encoder-decoder frameworks have been widely adopted for image captioning. Most methods force visual attention to be active for every generated word. However, the decoder likely requires little to no visual information…

Computer Vision and Pattern Recognition · Computer Science 2017-06-07 Jiasen Lu , Caiming Xiong , Devi Parikh , Richard Socher

Design study is an established approach of conducting problem-driven visualization research. The academic visualizationcommunity has produced a large body of work for reporting on design studies, informed by a handful of theoretical…

Human-Computer Interaction · Computer Science 2020-08-27 Jen Rogers , Austin H. Patton , Luke Harmon , Alexander Lex , Miriah Meyer

Designing adaptive documents that are visually appealing across various devices and for diverse viewers is a challenging task. This is due to the wide variety of devices and different viewer requirements and preferences. Alterations to a…

Human-Computer Interaction · Computer Science 2024-10-22 Yue Jiang , Christof Lutteroth , Rajiv Jain , Christopher Tensmeyer , Varun Manjunatha , Wolfgang Stuerzlinger , Vlad Morariu

Vision-language models (VLMs) have shown promise in graph structure understanding, but remain limited by input-token constraints, facing scalability bottlenecks and lacking effective mechanisms to coordinate textual and visual modalities.…

Artificial Intelligence · Computer Science 2026-01-12 Shuo Han , Yukun Cao , Zezhong Ding , Zengyi Gao , S Kevin Zhou , Xike Xie

We propose OmniCaptioner, a versatile visual captioning framework for generating fine-grained textual descriptions across a wide variety of visual domains. Unlike prior methods limited to specific image types (e.g., natural images or…

Computer Vision and Pattern Recognition · Computer Science 2025-06-03 Yiting Lu , Jiakang Yuan , Zhen Li , Shitian Zhao , Qi Qin , Xinyue Li , Le Zhuo , Licheng Wen , Dongyang Liu , Yuewen Cao , Xiangchao Yan , Xin Li , Tianshuo Peng , Shufei Zhang , Botian Shi , Tao Chen , Zhibo Chen , Lei Bai , Peng Gao , Bo Zhang

Given an image and a reference caption, the image caption editing task aims to correct the misalignment errors and generate a refined caption. However, all existing caption editing works are implicit models, ie, they directly produce the…

Computer Vision and Pattern Recognition · Computer Science 2022-07-21 Zhen Wang , Long Chen , Wenbo Ma , Guangxing Han , Yulei Niu , Jian Shao , Jun Xiao

Automated visualization design navigates a tension between symbolic systems and generative models. Constraint solvers enforce structural and perceptual validity, but the rules they require are difficult to author and too rigid to capture…

Human-Computer Interaction · Computer Science 2026-03-10 Péter Ferenc Gyarmati , Dominik Moritz , Torsten Möller , Laura Koesten

With most modern visualization tools, authors need to transform their data into tidy formats to create visualizations they want. Because this requires experience with programming or separate data processing tools, data transformation…

Human-Computer Interaction · Computer Science 2023-10-31 Chenglong Wang , John Thompson , Bongshin Lee

Expressing design intent using natural language prompts requires designers to verbalize the ambiguous visual details concisely, which can be challenging or even impossible. To address this, we introduce Brickify, a visual-centric…

Human-Computer Interaction · Computer Science 2025-03-03 Xinyu Shi , Yinghou Wang , Ryan Rossi , Jian Zhao

Understanding visually situated language requires interpreting complex layouts of textual and visual elements. Pre-processing tools, such as optical character recognition (OCR), can map document image inputs to textual tokens, then large…

Computer Vision and Pattern Recognition · Computer Science 2024-04-03 Wang Zhu , Alekh Agarwal , Mandar Joshi , Robin Jia , Jesse Thomason , Kristina Toutanova

Machine translation models have discrete vocabularies and commonly use subword segmentation techniques to achieve an 'open vocabulary.' This approach relies on consistent and correct underlying unicode sequences, and makes models…

Computation and Language · Computer Science 2021-12-13 Elizabeth Salesky , David Etter , Matt Post

Customized generation aims to incorporate a novel concept into a pre-trained text-to-image model, enabling new generations of the concept in novel contexts guided by textual prompts. However, customized generation suffers from an inherent…

Computer Vision and Pattern Recognition · Computer Science 2024-12-09 Jian Jin , Yang Shen , Zhenyong Fu , Jian Yang

Generating images from semantic visual knowledge is a challenging task, that can be useful to condition the synthesis process in complex, subtle, and unambiguous ways, compared to alternatives such as class labels or text descriptions.…

Computer Vision and Pattern Recognition · Computer Science 2022-07-04 Renato Sortino , Simone Palazzo , Concetto Spampinato

Contextualized Image Captioning (CIC) evolves traditional image captioning into a more complex domain, necessitating the ability for multimodal reasoning. It aims to generate image captions given specific contextual information. This paper…

Computer Vision and Pattern Recognition · Computer Science 2024-07-17 Shunqi Mao , Chaoyi Zhang , Hang Su , Hwanjun Song , Igor Shalyminov , Weidong Cai

Constraint Handling Rules (CHR) has matured into a general purpose language over the past two decades. Any general purpose language requires its own development tools. Visualization tools, in particular, facilitate many tasks for…

Programming Languages · Computer Science 2014-05-16 Nada Sharaf , Slim Abdennadher , Thom Fruehwirth

Picasso is a free open-source (Eclipse Public License) web application written in Python for rendering standard visualizations useful for analyzing convolutional neural networks. Picasso ships with occlusion maps and saliency maps, two…

Computer Vision and Pattern Recognition · Computer Science 2017-09-12 Ryan Henderson , Rasmus Rothe

Atomic physics experiments often require a complex sequence of precisely timed computer controlled events. A distributed GUI-based control system designed with such experiments in mind, The Cicero Word Generator, is described. The system…

Atomic Physics · Physics 2015-06-11 Aviv Keshet , Wolfgang Ketterle