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Data visualization generation using Large Language Models (LLMs) has shown promising results but often produces suboptimal visualizations that require human intervention for improvement. In this work, we introduce VIS-Shepherd, a…

Computer Vision and Pattern Recognition · Computer Science 2025-06-17 Bo Pan , Yixiao Fu , Ke Wang , Junyu Lu , Lunke Pan , Ziyang Qian , Yuhan Chen , Guoliang Wang , Yitao Zhou , Li Zheng , Yinghao Tang , Zhen Wen , Yuchen Wu , Junhua Lu , Biao Zhu , Minfeng Zhu , Bo Zhang , Wei Chen

A major challenge in the field of Text Generation is evaluation: Human evaluations are cost-intensive, and automated metrics often display considerable disagreement with human judgments. In this paper, we propose a statistical model of Text…

Computation and Language · Computer Science 2023-06-07 Jan Deriu , Pius von Däniken , Don Tuggener , Mark Cieliebak

Recent text-to-image generative models can generate high-fidelity images from text inputs, but the quality of these generated images cannot be accurately evaluated by existing evaluation metrics. To address this issue, we introduce Human…

Computer Vision and Pattern Recognition · Computer Science 2023-09-26 Xiaoshi Wu , Yiming Hao , Keqiang Sun , Yixiong Chen , Feng Zhu , Rui Zhao , Hongsheng Li

Visually-guided image editing, where edits are conditioned on both visual cues and textual prompts, has emerged as a powerful paradigm for fine-grained, controllable content generation. Although recent generative models have shown…

Computer Vision and Pattern Recognition · Computer Science 2025-09-30 Sara Ghazanfari , Wei-An Lin , Haitong Tian , Ersin Yumer

As AI-assisted video creation becomes increasingly practical, instruction-guided video editing has become essential for refining generated or captured footage to meet professional requirements. Yet the field still lacks both a large-scale…

Computer Vision and Pattern Recognition · Computer Science 2026-04-21 Xiangbo Gao , Sicong Jiang , Bangya Liu , Xinghao Chen , Minglai Yang , Siyuan Yang , Mingyang Wu , Jiongze Yu , Qi Zheng , Haozhi Wang , Jiayi Zhang , Jie Yang , Zihan Wang , Qing Yin , Zhengzhong Tu

As machines have become more intelligent, there has been a renewed interest in methods for measuring their intelligence. A common approach is to propose tasks for which a human excels, but one which machines find difficult. However, an…

Artificial Intelligence · Computer Science 2016-09-01 C. Lawrence Zitnick , Aishwarya Agrawal , Stanislaw Antol , Margaret Mitchell , Dhruv Batra , Devi Parikh

Video is a powerful medium for communication and storytelling, yet reauthoring existing footage remains challenging. Even simple edits often demand expertise, time, and careful planning, constraining how creators envision and shape their…

Human-Computer Interaction · Computer Science 2026-04-07 Sitong Wang , Anh Truong , Lydia B. Chilton , Dingzeyu Li

In this paper, we introduce a new dataset consisting of 360,001 focused natural language descriptions for 10,738 images. This dataset, the Visual Madlibs dataset, is collected using automatically produced fill-in-the-blank templates…

Computer Vision and Pattern Recognition · Computer Science 2015-06-02 Licheng Yu , Eunbyung Park , Alexander C. Berg , Tamara L. Berg

Memes are a widely popular tool for web users to express their thoughts using visual metaphors. Understanding memes requires recognizing and interpreting visual metaphors with respect to the text inside or around the meme, often while…

Computation and Language · Computer Science 2023-05-24 EunJeong Hwang , Vered Shwartz

Visual analytics for machine learning has recently evolved as one of the most exciting areas in the field of visualization. To better identify which research topics are promising and to learn how to apply relevant techniques in visual…

Human-Computer Interaction · Computer Science 2020-08-25 Jun Yuan , Changjian Chen , Weikai Yang , Mengchen Liu , Jiazhi Xia , Shixia Liu

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

Many application areas ranging from serious games for health to learning by demonstration in robotics, could benefit from large body movement datasets extracted from textual instructions accompanied by images. The interpretation of…

Human-Computer Interaction · Computer Science 2020-06-09 Himangshu Sarma , Robert Porzel , Jan Smeddinck , Rainer Malaka

Often, the needs and visual abilities differ between the annotator group and the end user group. Generating detailed diagram descriptions for blind and low-vision (BLV) users is one such challenging domain. Sighted annotators could describe…

Artificial Intelligence · Computer Science 2025-03-18 Wan Ju Kang , Eunki Kim , Na Min An , Sangryul Kim , Haemin Choi , Ki Hoon Kwak , James Thorne

Visual text evokes an image in a person's mind, while non-visual text fails to do so. A method to automatically detect visualness in text will enable text-to-image retrieval and generation models to augment text with relevant images. This…

Computation and Language · Computer Science 2023-10-24 Gaurav Verma , Ryan A. Rossi , Christopher Tensmeyer , Jiuxiang Gu , Ani Nenkova

A significant proportion of queries to large language models ask them to edit user-provided text, rather than generate new text from scratch. While previous work focuses on detecting fully AI-generated text, we demonstrate that AI-edited…

Computation and Language · Computer Science 2025-10-06 Katherine Thai , Bradley Emi , Elyas Masrour , Mohit Iyyer

Internet-scaled datasets are a luxury for human-robot interaction (HRI) researchers, as collecting natural interaction data in the wild is time-consuming and logistically challenging. The problem is exacerbated by robots' different form…

Robotics · Computer Science 2024-12-31 Fanjun Bu , Wendy Ju

Visualization recommendation work has focused solely on scoring visualizations based on the underlying dataset and not the actual user and their past visualization feedback. These systems recommend the same visualizations for every user,…

Information Retrieval · Computer Science 2021-02-15 Xin Qian , Ryan A. Rossi , Fan Du , Sungchul Kim , Eunyee Koh , Sana Malik , Tak Yeon Lee , Nesreen K. Ahmed

The analysis of the ubiquitous human-human interactions is pivotal for understanding humans as social beings. Existing human-human interaction datasets typically suffer from inaccurate body motions, lack of hand gestures and fine-grained…

Computer Vision and Pattern Recognition · Computer Science 2023-12-27 Liang Xu , Xintao Lv , Yichao Yan , Xin Jin , Shuwen Wu , Congsheng Xu , Yifan Liu , Yizhou Zhou , Fengyun Rao , Xingdong Sheng , Yunhui Liu , Wenjun Zeng , Xiaokang Yang

We design a system that learns how to edit visual programs. Our edit network consumes a complete input program and a visual target. From this input, we task our network with predicting a local edit operation that could be applied to the…

Computer Vision and Pattern Recognition · Computer Science 2024-11-05 R. Kenny Jones , Renhao Zhang , Aditya Ganeshan , Daniel Ritchie

Can visual artworks created using generative visual algorithms inspire human creativity in storytelling? We asked writers to write creative stories from a starting prompt, and provided them with visuals created by generative AI models from…

Human-Computer Interaction · Computer Science 2021-10-29 Safinah Ali , Devi Parikh
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