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Crafting magic and illusions is one of the most thrilling aspects of filmmaking, with visual effects (VFX) serving as the powerhouse behind unforgettable cinematic experiences. While recent advances in generative artificial intelligence…

Computer Vision and Pattern Recognition · Computer Science 2025-04-02 Xinyu Liu , Ailing Zeng , Wei Xue , Harry Yang , Wenhan Luo , Qifeng Liu , Yike Guo

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

The proliferation of creative video content has driven demand for textual descriptions or summaries that allow users to recall key plot points or get an overview without watching. The volume of movie content and speed of turnover motivates…

Artificial Intelligence · Computer Science 2024-10-29 Louis Mahon , Mirella Lapata

Current summarization systems yield generic summaries that are disconnected from users' preferences and expectations. To address this limitation, we present CTRLsum, a novel framework for controllable summarization. Our approach enables…

Computation and Language · Computer Science 2020-12-09 Junxian He , Wojciech Kryściński , Bryan McCann , Nazneen Rajani , Caiming Xiong

With the advancement of generative artificial intelligence, previous studies have achieved the task of generating aesthetic images from hand-drawn sketches, fulfilling the public's needs for drawing. However, these methods are limited to…

Computer Vision and Pattern Recognition · Computer Science 2025-02-18 Lifan Jiang , Shuang Chen , Boxi Wu , Xiaotong Guan , Jiahui Zhang

In this work, we introduce the task of script-driven video summarization, which aims to produce a summary of the full-length video by selecting the parts that are most relevant to a user-provided script outlining the visual content of the…

Computer Vision and Pattern Recognition · Computer Science 2025-09-23 Manolis Mylonas , Evlampios Apostolidis , Vasileios Mezaris

A chatbot is perceived as more humanlike and likeable if it includes some jokes in its output. But most existing joke generators were not designed to be integrated into chatbots. This paper presents Witscript, a novel joke generation system…

Computation and Language · Computer Science 2023-02-07 Joe Toplyn

Recent video generation models can produce smooth and visually appealing clips, but they often struggle to synthesize complex dynamics with a coherent chain of consequences. Accurately modeling visual outcomes and state transitions over…

Computer Vision and Pattern Recognition · Computer Science 2026-05-22 Ziqi Huang , Ning Yu , Gordon Chen , Haonan Qiu , Paul Debevec , Ziwei Liu

As generative models become ubiquitous, there is a critical need for fine-grained control over the generation process. Yet, while controlled generation methods from prompting to fine-tuning proliferate, a fundamental question remains…

Artificial Intelligence · Computer Science 2026-01-12 Emily Cheng , Carmen Amo Alonso , Federico Danieli , Arno Blaas , Luca Zappella , Pau Rodriguez , Xavier Suau

Text-driven video generation has democratized film creation, but camera control in cinematic multi-shot scenarios remains a significant block. Implicit textual prompts lack precision, while explicit trajectory conditioning imposes…

Computer Vision and Pattern Recognition · Computer Science 2026-03-13 Songlin Yang , Zhe Wang , Xuyi Yang , Songchun Zhang , Xianghao Kong , Taiyi Wu , Xiaotong Zhao , Ran Zhang , Alan Zhao , Anyi Rao

Recent advancements in video generation models have significantly improved their ability to follow text prompts. However, the customization of dynamic visual effects, defined as temporally evolving and appearance-driven visual phenomena…

Computer Vision and Pattern Recognition · Computer Science 2026-03-24 Rui Zhao , Mike Zheng Shou

We describe an architecture for implementing spoken natural language dialogue interfaces to semi-autonomous systems, in which the central idea is to transform the input speech signal through successive levels of representation corresponding…

Computation and Language · Computer Science 2007-05-23 Manny Rayner , Beth Ann Hockey , Frankie James

Multimodal story customization aims to generate coherent story flows conditioned on textual descriptions, reference identity images, and shot types. While recent progress in story generation has shown promising results, most approaches rely…

Computer Vision and Pattern Recognition · Computer Science 2026-03-31 Wei-Hua Li , Cheng Sun , Chu-Song Chen

In argumentative writing, writers must brainstorm hierarchical writing goals, ensure the persuasiveness of their arguments, and revise and organize their plans through drafting. Recent advances in large language models (LLMs) have made…

Human-Computer Interaction · Computer Science 2023-07-31 Zheng Zhang , Jie Gao , Ranjodh Singh Dhaliwal , Toby Jia-Jun Li

Scripts - standardized event sequences describing typical everyday activities - have been shown to help understand narratives by providing expectations, resolving ambiguity, and filling in unstated information. However, to date they have…

Computation and Language · Computer Science 2021-04-19 Keisuke Sakaguchi , Chandra Bhagavatula , Ronan Le Bras , Niket Tandon , Peter Clark , Yejin Choi

Large language models have demonstrated their capabilities in storyline creation and human-like character role-playing. Current language model agents mainly focus on reasonable behaviors from the level of individuals, and their behaviors…

Computation and Language · Computer Science 2024-07-02 Senyu Han , Lu Chen , Li-Min Lin , Zhengshan Xu , Kai Yu

Controllable speech generation methods typically rely on single or fixed prompts, hindering creativity and flexibility. These limitations make it difficult to meet specific user needs in certain scenarios, such as adjusting the style while…

Audio and Speech Processing · Electrical Eng. & Systems 2025-05-01 Hanzhao Li , Yuke Li , Xinsheng Wang , Jingbin Hu , Qicong Xie , Shan Yang , Lei Xie

In this paper we introduce a script identification method based on hand-crafted texture features and an artificial neural network. The proposed pipeline achieves near state-of-the-art performance for script identification of video-text and…

Computer Vision and Pattern Recognition · Computer Science 2016-01-11 Anguelos Nicolaou , Andrew Bagdanov , Lluis Gomez-Bigorda , Dimosthenis Karatzas

The main aim of this paper is to introduce automated generation of scripted dialogue as a worthwhile topic of investigation. In particular the fact that scripted dialogue involves two layers of communication, i.e., uni-directional…

Computation and Language · Computer Science 2007-05-23 Paul Piwek , Kees van Deemter

Goal-oriented generative script learning aims to generate subsequent steps to reach a particular goal, which is an essential task to assist robots or humans in performing stereotypical activities. An important aspect of this process is the…

Computation and Language · Computer Science 2025-06-11 Qingyun Wang , Manling Li , Hou Pong Chan , Lifu Huang , Julia Hockenmaier , Girish Chowdhary , Heng Ji