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Image-guided story ending generation (IgSEG) is to generate a story ending based on given story plots and ending image. Existing methods focus on cross-modal feature fusion but overlook reasoning and mining implicit information from story…

Computer Vision and Pattern Recognition · Computer Science 2023-01-30 Yucheng Zhou , Guodong Long

We introduce a new task named Story Ending Generation (SEG), whic-h aims at generating a coherent story ending from a sequence of story plot. Wepropose a framework consisting of a Generator and a Reward Manager for thistask. The Generator…

Computation and Language · Computer Science 2019-01-14 Yan Zhao , Lu Liu , Chunhua Liu , Ruoyao Yang , Dong Yu

This paper presents an end-to-end pipeline for generating character-specific, emotion-aware speech from comics. The proposed system takes full comic volumes as input and produces speech aligned with each character's dialogue and emotional…

Sound · Computer Science 2025-09-22 Zhiwen Qian , Jinhua Liang , Huan Zhang

We study the problem of generating interesting endings for stories. Neural generative models have shown promising results for various text generation problems. Sequence to Sequence (Seq2Seq) models are typically trained to generate a single…

Machine Learning · Computer Science 2019-07-22 Prakhar Gupta , Vinayshekhar Bannihatti Kumar , Mukul Bhutani , Alan W Black

Open-ended story visualization is a challenging task that involves generating coherent image sequences from a given storyline. One of the main difficulties is maintaining character consistency while creating natural and contextually fitting…

Computer Vision and Pattern Recognition · Computer Science 2025-04-01 Xiangyang Luo , Junhao Cheng , Yifan Xie , Xin Zhang , Tao Feng , Zhou Liu , Fei Ma , Fei Yu

Generating a reasonable ending for a given story context, i.e., story ending generation, is a strong indication of story comprehension. This task requires not only to understand the context clues which play an important role in planning the…

Computation and Language · Computer Science 2018-12-04 Jian Guan , Yansen Wang , Minlie Huang

Automated visual story generation aims to produce stories with corresponding illustrations that exhibit coherence, progression, and adherence to characters' emotional development. This work proposes a story generation pipeline to co-create…

Artificial Intelligence · Computer Science 2023-01-10 Yuetian Chen , Ruohua Li , Bowen Shi , Peiru Liu , Mei Si

Sequential vision-to-language or visual storytelling has recently been one of the areas of focus in computer vision and language modeling domains. Though existing models generate narratives that read subjectively well, there could be cases…

Computation and Language · Computer Science 2020-01-07 Aditya Surikuchi , Jorma Laaksonen

Story generation, which aims to generate a long and coherent story automatically based on the title or an input sentence, is an important research area in the field of natural language generation. There is relatively little work on story…

Computation and Language · Computer Science 2021-04-13 Feifei Xu , Xinpeng Wang , Yunpu Ma , Volker Tresp , Yuyi Wang , Shanlin Zhou , Haizhou Du

Transformer-based language model approaches to automated story generation currently provide state-of-the-art results. However, they still suffer from plot incoherence when generating narratives over time, and critically lack basic…

Computation and Language · Computer Science 2023-11-21 Xiangyu Peng , Siyan Li , Sarah Wiegreffe , Mark Riedl

Emotions and their evolution play a central role in creating a captivating story. In this paper, we present the first study on modeling the emotional trajectory of the protagonist in neural storytelling. We design methods that generate…

Computation and Language · Computer Science 2020-10-22 Faeze Brahman , Snigdha Chaturvedi

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

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 theory-inspired visual narrative generator that incorporates comic-authoring idioms, which transfers the conceptual principles of comics into system layers that integrate the theories to create comic content. The generator…

Artificial Intelligence · Computer Science 2024-01-08 Yi-Chun Chen , Arnav Jhala

Imagine Mr. Bean stepping into Tom and Jerry--can we generate videos where characters interact naturally across different worlds? We study inter-character interaction in text-to-video generation, where the key challenge is to preserve each…

Computer Vision and Pattern Recognition · Computer Science 2025-10-07 Tingting Liao , Chongjian Ge , Guangyi Liu , Hao Li , Yi Zhou

Human writers often bookend their writing with ending sentences that relate back to the beginning sentences in order to compose a satisfying narrative that "closes the loop." Motivated by this observation, we propose RENarGen, a…

Computation and Language · Computer Science 2024-04-02 Anneliese Brei , Chao Zhao , Snigdha Chaturvedi

We introduce CogME, a cognition-inspired, multi-dimensional evaluation metric designed for AI models focusing on story understanding. CogME is a framework grounded in human thinking strategies and story elements that involve story…

Computer Vision and Pattern Recognition · Computer Science 2024-05-21 Minjung Shin , Seongho Choi , Yu-Jung Heo , Minsu Lee , Byoung-Tak Zhang , Jeh-Kwang Ryu

Tuning-free personalized image generation methods have achieved significant success in maintaining facial consistency, i.e., identities, even with multiple characters. However, the lack of holistic consistency in scenes with multiple…

Computer Vision and Pattern Recognition · Computer Science 2024-09-20 Zhengguang Zhou , Jing Li , Huaxia Li , Nemo Chen , Xu Tang

Recent advances in Generative Adversarial Networks GANs applications continue to attract the attention of researchers in different fields. In such a framework, two neural networks compete adversely to generate new visual contents…

Artificial Intelligence · Computer Science 2023-11-27 Mohammad Lataifeh , Xavier A Carrascoa , Ashraf M Elnagara , Naveed Ahmeda , Imran Junejo

Neural language model-based approaches to automated story generation suffer from two important limitations. First, language model-based story generators generally do not work toward a given goal or ending. Second, they often lose coherence…

Computation and Language · Computer Science 2021-12-08 Louis Castricato , Spencer Frazier , Jonathan Balloch , Nitya Tarakad , Mark Riedl
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