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Vision-language models (VLMs) have shown promise in graph structure understanding, but remain limited by input-token constraints, facing scalability bottlenecks and lacking effective mechanisms to coordinate textual and visual modalities.…

人工智能 · 计算机科学 2026-01-12 Shuo Han , Yukun Cao , Zezhong Ding , Zengyi Gao , S Kevin Zhou , Xike Xie

Current work on image-based story generation suffers from the fact that the existing image sequence collections do not have coherent plots behind them. We improve visual story generation by producing a new image-grounded dataset, Visual…

计算与语言 · 计算机科学 2023-01-23 Xudong Hong , Asad Sayeed , Khushboo Mehra , Vera Demberg , Bernt Schiele

Understanding a visual scene incorporates objects, relationships, and context. Traditional methods working on an image mostly focus on object detection and fail to capture the relationship between the objects. Relationships can give rich…

计算机视觉与模式识别 · 计算机科学 2019-12-03 Himangi Mittal , Ajith Abraham , Anuja Arora

Different from Visual Question Answering task that requires to answer only one question about an image, Visual Dialogue involves multiple questions which cover a broad range of visual content that could be related to any objects,…

计算机视觉与模式识别 · 计算机科学 2019-11-19 Xiaoze Jiang , Jing Yu , Zengchang Qin , Yingying Zhuang , Xingxing Zhang , Yue Hu , Qi Wu

In this paper, we collect an anthology of 100 visual stories from authors who participated in our systematic creative process of improvised story-building based on image sequences. Following close reading and thematic analysis of our…

计算与语言 · 计算机科学 2023-10-10 Brett A. Halperin , Stephanie M. Lukin

In this paper we propose the construction of linguistic descriptions of images. This is achieved through the extraction of scene description graphs (SDGs) from visual scenes using an automatically constructed knowledge base. SDGs are…

计算机视觉与模式识别 · 计算机科学 2015-11-12 Somak Aditya , Yezhou Yang , Chitta Baral , Cornelia Fermuller , Yiannis Aloimonos

While much research has been done in text-to-image synthesis, little work has been done to explore the usage of linguistic structure of the input text. Such information is even more important for story visualization since its inputs have an…

计算与语言 · 计算机科学 2021-10-22 Adyasha Maharana , Mohit Bansal

Storytelling aims to generate reasonable and vivid narratives based on an ordered image stream. The fidelity to the image story theme and the divergence of story plots attract readers to keep reading. Previous works iteratively improved the…

计算机视觉与模式识别 · 计算机科学 2024-03-13 Chuanqi Zang , Jiji Tang , Rongsheng Zhang , Zeng Zhao , Tangjie Lv , Mingtao Pei , Wei Liang

Recent work in vision-and-language demonstrates that large-scale pretraining can learn generalizable models that are efficiently transferable to downstream tasks. While this may improve dataset-scale aggregate metrics, analyzing performance…

计算机视觉与模式识别 · 计算机科学 2024-10-29 Eric Slyman , Minsuk Kahng , Stefan Lee

Story visualization aims to generate coherent image sequences that faithfully represent a narrative and match given character references. Despite progress in generative models, existing benchmarks remain narrow in scope, often limited to…

Online writers and journalism media are increasingly combining visualization (and other multimedia content) with narrative text to create narrative visualizations. Often, however, the two elements are presented independently of one another.…

人机交互 · 计算机科学 2018-01-09 Ronald Metoyer , Qiyu Zhi , Bart Janczuk , Walter Scheirer

Image captioning aims at automatically generating descriptions of an image in natural language. This is a challenging problem in the field of artificial intelligence that has recently received significant attention in the computer vision…

计算机视觉与模式识别 · 计算机科学 2019-04-02 Hassan Maleki Galandouz , Mohsen Ebrahimi Moghaddam , Mehrnoush Shamsfard

The task of describing video content in natural language is commonly referred to as video captioning. Unlike conventional video captions, which are typically brief and widely available, long-form paragraph descriptions in natural language…

计算机视觉与模式识别 · 计算机科学 2025-07-08 Mihai Masala , Marius Leordeanu

Visual semantic information comprises two important parts: the meaning of each visual semantic unit and the coherent visual semantic relation conveyed by these visual semantic units. Essentially, the former one is a visual perception task…

计算机视觉与模式识别 · 计算机科学 2019-03-14 Daqi Liu , Miroslaw Bober , Josef Kittler

We cast visual imitation as a visual correspondence problem. Our robotic agent is rewarded when its actions result in better matching of relative spatial configurations for corresponding visual entities detected in its workspace and…

机器人学 · 计算机科学 2020-03-06 Maximilian Sieb , Zhou Xian , Audrey Huang , Oliver Kroemer , Katerina Fragkiadaki

We present a method for semantically transferring the visual appearance of one natural image to another. Specifically, our goal is to generate an image in which objects in a source structure image are "painted" with the visual appearance of…

计算机视觉与模式识别 · 计算机科学 2022-01-04 Narek Tumanyan , Omer Bar-Tal , Shai Bagon , Tali Dekel

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…

计算与语言 · 计算机科学 2023-11-21 Xiangyu Peng , Siyan Li , Sarah Wiegreffe , Mark Riedl

Visual grounding (VG) aims to establish fine-grained alignment between vision and language. Ideally, it can be a testbed for vision-and-language models to evaluate their understanding of the images and texts and their reasoning abilities…

计算机视觉与模式识别 · 计算机科学 2023-07-24 Zhihong Chen , Ruifei Zhang , Yibing Song , Xiang Wan , Guanbin Li

Story visualization requires generating sequential imagery that aligns semantically with evolving narratives while maintaining rigorous consistency in character identity and visual style. However, existing methodologies often struggle with…

计算机视觉与模式识别 · 计算机科学 2026-03-19 Jianzhang Zhang , Yijing Tian , Jiwang Qu , Chuang Liu

We propose a method for visual question answering which combines an internal representation of the content of an image with information extracted from a general knowledge base to answer a broad range of image-based questions. This allows…

计算机视觉与模式识别 · 计算机科学 2016-04-15 Qi Wu , Peng Wang , Chunhua Shen , Anthony Dick , Anton van den Hengel