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Research has shown that an audiences' age impacts their engagement in digital media. Interactive narrative visualization is an increasingly popular form of digital media that combines data visualization and storytelling to convey important…

Human-Computer Interaction · Computer Science 2025-07-23 Nina Errey , Yi Chen , Yu Dong , Quang Vinh Nguyen , Xiaoru Yuan , Tuck Wah Leong , Christy Jie Liang

The visual world is fundamentally compositional. Visual scenes are defined by the composition of objects and their relations. Hence, it is essential for computer vision systems to reflect and exploit this compositionality to achieve robust…

Computer Vision and Pattern Recognition · Computer Science 2025-04-01 Shuhao Fu , Andrew Jun Lee , Anna Wang , Ida Momennejad , Trevor Bihl , Hongjing Lu , Taylor W. Webb

Visually-aware recommender systems use visual signals present in the underlying data to model the visual characteristics of items and users' preferences towards them. In the domain of clothing recommendation, incorporating items' visual…

Computer Vision and Pattern Recognition · Computer Science 2018-08-23 Charles Packer , Julian McAuley , Arnau Ramisa

Recent advances in probabilistic generative models have extended capabilities from static image synthesis to text-driven video generation. However, the inherent randomness of their generation process can lead to unpredictable artifacts,…

Computer Vision and Pattern Recognition · Computer Science 2025-09-11 Jenna Kang , Maria Silva , Patsorn Sangkloy , Kenneth Chen , Niall Williams , Qi Sun

We present a machine learning system that can quantify fine art paintings with a set of visual elements and principles of art. This formal analysis is fundamental for understanding art, but developing such a system is challenging. Paintings…

Machine Learning · Computer Science 2022-01-14 Diana Kim , Ahmed Elgammal , Marian Mazzone

Narrative is a foundation of human cognition and decision making. Because narratives play a crucial role in societal discourses and spread of misinformation and because of the pervasive use of social media, the narrative dynamics on social…

Computation and Language · Computer Science 2023-09-25 Wanying Zhao , Siyi Guo , Kristina Lerman , Yong-Yeol Ahn

Many creative writing tasks (e.g., fiction writing) require authors to write complex narrative components (e.g., characterization, events, dialogue) over the course of a long story. Similarly, literary scholars need to manually annotate and…

Human-Computer Interaction · Computer Science 2023-08-09 Md Naimul Hoque , Bhavya Ghai , Kari Kraus , Niklas Elmqvist

This paper considers the problem of characterizing stories by inferring properties such as theme and style using written synopses and reviews of movies. We experiment with a multi-label dataset of movie synopses and a tagset representing…

Computation and Language · Computer Science 2020-10-12 Sudipta Kar , Gustavo Aguilar , Mirella Lapata , Thamar Solorio

Narratives include a rich source of events unfolding over time and context. Automatic understanding of these events provides a summarised comprehension of the narrative for further computation (such as reasoning). In this paper, we study…

Computation and Language · Computer Science 2023-11-01 Seyed Mahed Mousavi , Shohei Tanaka , Gabriel Roccabruna , Koichiro Yoshino , Satoshi Nakamura , Giuseppe Riccardi

Robust video scene classification models should capture the spatial (pixel-wise) and temporal (frame-wise) characteristics of a video effectively. Transformer models with self-attention which are designed to get contextualized…

Computer Vision and Pattern Recognition · Computer Science 2021-10-28 Saurabh Sahu , Palash Goyal

This paper investigates the capability of LLMs in storytelling, focusing on narrative development and plot progression. We introduce a novel computational framework to analyze narratives through three discourse-level aspects: i) story arcs,…

Computation and Language · Computer Science 2024-10-08 Yufei Tian , Tenghao Huang , Miri Liu , Derek Jiang , Alexander Spangher , Muhao Chen , Jonathan May , Nanyun Peng

Narrative visualization transforms data into engaging stories, making complex information accessible to a broad audience. Foundation models, with their advanced capabilities such as natural language processing, content generation, and…

Human-Computer Interaction · Computer Science 2025-02-14 Yi He , Ke Xu , Shixiong Cao , Yang Shi , Qing Chen , Nan Cao

Narrative visualization aims to communicate scientific results to a general audience and garners significant attention in various applications. Merging exploratory and explanatory visualization could effectively support a non-expert…

Computers and Society · Computer Science 2026-02-26 Monique Meuschke , Laura Garrison , Noeska Smit , Stefan Bruckner , Kai Lawonn , Bernhard Preim

Computer vision systems currently lack the ability to reliably recognize artistically rendered objects, especially when such data is limited. In this paper, we propose a method for recognizing objects in artistic modalities (such as…

Computer Vision and Pattern Recognition · Computer Science 2018-12-31 Christopher Thomas , Adriana Kovashka

Human perception and experience of music is highly context-dependent. Contextual variability contributes to differences in how we interpret and interact with music, challenging the design of robust models for information retrieval.…

Sound · Computer Science 2022-10-31 Kleanthis Avramidis , Shanti Stewart , Shrikanth Narayanan

Accurate video understanding involves reasoning about the relationships between actors, objects and their environment, often over long temporal intervals. In this paper, we propose a message passing graph neural network that explicitly…

Computer Vision and Pattern Recognition · Computer Science 2021-03-30 Anurag Arnab , Chen Sun , Cordelia Schmid

Narratives serve as fundamental frameworks in our understanding of the world and play a crucial role in collaborative sensemaking, providing a versatile foundation for sensemaking. Framing is a subtle yet potent mechanism that influences…

Computation and Language · Computer Science 2024-05-07 Sebastián Concha Macías , Brian Keith Norambuena

We define "visual story-writing" as using visual representations of story elements to support writing and revising narrative texts. To demonstrate this approach, we developed a text editor that automatically visualizes a graph of entity…

Human-Computer Interaction · Computer Science 2025-08-01 Damien Masson , Zixin Zhao , Fanny Chevalier

Social concepts referring to non-physical objects--such as revolution, violence, or friendship--are powerful tools to describe, index, and query the content of visual data, including ever-growing collections of art images from the Cultural…

Computer Vision and Pattern Recognition · Computer Science 2026-04-20 Delfina Sol Martinez Pandiani , Valentina Presutti

Recent advancements in text-to-image generative models have improved narrative consistency in story visualization. However, current story visualization models often overlook cultural dimensions, resulting in visuals that lack authenticity…

Multimedia · Computer Science 2025-12-01 Janak Kapuriya , Ali Hatami , Paul Buitelaar