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Creativity is a complex phenomenon. When it comes to representing and assessing creativity, treating it as a single undifferentiated quantity would appear naive and underwhelming. In this work, we learn the \emph{first type-specific…

Computer Vision and Pattern Recognition · Computer Science 2025-11-26 Jiyeon Han , Ali Mahdavi-Amiri , Hao Zhang , Haedong Jeong

Story visualization advances the traditional text-to-image generation by enabling multiple image generation based on a complete story. This task requires machines to 1) understand long text inputs and 2) produce a globally consistent image…

Computer Vision and Pattern Recognition · Computer Science 2022-10-25 Hong Chen , Rujun Han , Te-Lin Wu , Hideki Nakayama , Nanyun Peng

We present a neural model for generating short stories from image sequences, which extends the image description model by Vinyals et al. (Vinyals et al., 2015). This extension relies on an encoder LSTM to compute a context vector of each…

Computation and Language · Computer Science 2018-06-05 Diana Gonzalez-Rico , Gibran Fuentes-Pineda

Compositional visual reasoning has emerged as a key research frontier in multimodal AI, aiming to endow machines with the human-like ability to decompose visual scenes, ground intermediate concepts, and perform multi-step logical inference.…

Computer Vision and Pattern Recognition · Computer Science 2025-08-28 Fucai Ke , Joy Hsu , Zhixi Cai , Zixian Ma , Xin Zheng , Xindi Wu , Sukai Huang , Weiqing Wang , Pari Delir Haghighi , Gholamreza Haffari , Ranjay Krishna , Jiajun Wu , Hamid Rezatofighi

Characters are important in narratives. They move the plot forward, create emotional connections, and embody the story's themes. Visual storytelling methods focus more on the plot and events relating to it, without building the narrative…

Computation and Language · Computer Science 2025-03-04 Danyang Liu , Mirella Lapata , Frank Keller

A creative idea is often born from transforming, combining, and modifying ideas from existing visual examples capturing various concepts. However, one cannot simply copy the concept as a whole, and inspiration is achieved by examining…

Computer Vision and Pattern Recognition · Computer Science 2023-06-01 Yael Vinker , Andrey Voynov , Daniel Cohen-Or , Ariel Shamir

Recent advances at the intersection of reinforcement learning (RL) and visual intelligence have enabled agents that not only perceive complex visual scenes but also reason, generate, and act within them. This survey offers a critical and…

Computer Vision and Pattern Recognition · Computer Science 2025-12-24 Weijia Wu , Chen Gao , Joya Chen , Kevin Qinghong Lin , Qingwei Meng , Yiming Zhang , Yuke Qiu , Hong Zhou , Mike Zheng Shou

We present a hierarchical knowledge graph framework for the structured semantic understanding of visual narratives, using comics as a representative domain for multimodal storytelling. The framework organizes narrative content across three…

Multimedia · Computer Science 2025-11-18 Yi-Chun Chen

Traditional visualisation designers often start with sketches before implementation. With generative AI, these sketches can be turned into AI-generated visualisations using specific prompts. However, guiding AI to create compelling visuals…

Human-Computer Interaction · Computer Science 2024-09-04 Aron E. Owen , Jonathan C. Roberts

Visual storytelling consists in generating a natural language story given a temporally ordered sequence of images. This task is not only challenging for models, but also very difficult to evaluate with automatic metrics since there is no…

Computation and Language · Computer Science 2024-10-28 Aditya K Surikuchi , Raquel Fernández , Sandro Pezzelle

We introduce a conceptual model for scalability designed for visualization research. With this model, we systematically analyze over 120 visualization publications from 1990-2020 to characterize the different notions of scalability in these…

Human-Computer Interaction · Computer Science 2023-01-06 Gaëlle Richer , Alexis Pister , Moataz Abdelaal , Jean-Daniel Fekete , Michael Sedlmair , Daniel Weiskopf

We position a narrative-centred computational model for high-level knowledge representation and reasoning in the context of a range of assistive technologies concerned with "visuo-spatial perception and cognition" tasks. Our proposed…

Artificial Intelligence · Computer Science 2013-06-25 Mehul Bhatt , Jakob Suchan , Carl Schultz

Creative generation is the synthesis of new, surprising, and valuable samples that reflect user intent yet cannot be envisioned in advance. This task aims to extend human imagination, enabling the discovery of visual concepts that exist in…

Graphics · Computer Science 2025-10-14 Shelly Golan , Yotam Nitzan , Zongze Wu , Or Patashnik

Storyboarding is an established method for designing user experiences. Generative AI can support this process by helping designers quickly create visual narratives. However, existing tools only focus on accurate text-to-image generation.…

Human-Computer Interaction · Computer Science 2024-07-11 Zhaohui Liang , Xiaoyu Zhang , Kevin Ma , Zhao Liu , Xipei Ren , Kosa Goucher-Lambert , Can Liu

Bridging vision and natural language is a longstanding goal in computer vision and multimedia research. While earlier works focus on generating a single-sentence description for visual content, recent works have studied paragraph…

Multimedia · Computer Science 2020-05-15 Junnan Li , Yongkang Wong , Qi Zhao , Mohan S. Kankanhalli

Story Visualization aims to generate images aligned with story prompts, reflecting the coherence of storybooks through visual consistency among characters and scenes.Whereas current approaches exclusively concentrate on characters and…

Computer Vision and Pattern Recognition · Computer Science 2023-12-14 Sitong Su , Litao Guo , Lianli Gao , Heng Tao Shen , Jingkuan Song

Storytelling is an open-ended task that entails creative thinking and requires a constant flow of ideas. Natural language generation (NLG) for storytelling is especially challenging because it requires the generated text to follow an…

Computation and Language · Computer Science 2021-09-17 Eden Bensaid , Mauro Martino , Benjamin Hoover , Hendrik Strobelt

Generating diverse questions for given images is an important task for computational education, entertainment and AI assistants. Different from many conventional prediction techniques is the need for algorithms to generate a diverse set of…

Computer Vision and Pattern Recognition · Computer Science 2017-04-13 Unnat Jain , Ziyu Zhang , Alexander Schwing

This paper addresses the generation of explanations with visual examples. Given an input sample, we build a system that not only classifies it to a specific category, but also outputs linguistic explanations and a set of visual examples…

Computer Vision and Pattern Recognition · Computer Science 2019-05-21 Atsushi Kanehira , Tatsuya Harada

Automatically generating stories is a challenging problem that requires producing causally related and logical sequences of events about a topic. Previous approaches in this domain have focused largely on one-shot generation, where a…

Computation and Language · Computer Science 2020-10-21 Faeze Brahman , Alexandru Petrusca , Snigdha Chaturvedi