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相关论文: Summaries as Captions: Generating Figure Captions …

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High-quality scientific illustrations are crucial for effectively communicating complex scientific and technical concepts, yet their manual creation remains a well-recognized bottleneck in both academia and industry. We present FigureBench,…

人工智能 · 计算机科学 2026-02-13 Minjun Zhu , Zhen Lin , Yixuan Weng , Panzhong Lu , Qiujie Xie , Yifan Wei , Sifan Liu , Qiyao Sun , Yue Zhang

In this paper, we investigate an open research task of generating controllable 3D textured shapes from the given textual descriptions. Previous works either require ground truth caption labeling or extensive optimization time. To resolve…

计算机视觉与模式识别 · 计算机科学 2023-03-24 Jiacheng Wei , Hao Wang , Jiashi Feng , Guosheng Lin , Kim-Hui Yap

This paper presents novel prompting techniques to improve the performance of automatic summarization systems for scientific articles. Scientific article summarization is highly challenging due to the length and complexity of these…

计算与语言 · 计算机科学 2023-12-18 Aldan Creo , Manuel Lama , Juan C. Vidal

Motivated by the recent progress in generative models, we introduce a model that generates images from natural language descriptions. The proposed model iteratively draws patches on a canvas, while attending to the relevant words in the…

机器学习 · 计算机科学 2016-03-01 Elman Mansimov , Emilio Parisotto , Jimmy Lei Ba , Ruslan Salakhutdinov

Image captioning is a task in the field of Artificial Intelligence that merges between computer vision and natural language processing. It is responsible for generating legends that describe images, and has various applications like…

计算机视觉与模式识别 · 计算机科学 2021-07-29 Ahmed Elhagry , Karima Kadaoui

A creative image-and-text generative AI system mimics humans' extraordinary abilities to provide users with diverse and comprehensive caption suggestions, as well as rich image creations. In this work, we demonstrate such an AI creation…

计算机视觉与模式识别 · 计算机科学 2021-10-20 Yupan Huang , Bei Liu , Jianlong Fu , Yutong Lu

Current image captioning systems perform at a merely descriptive level, essentially enumerating the objects in the scene and their relations. Humans, on the contrary, interpret images by integrating several sources of prior knowledge of the…

计算机视觉与模式识别 · 计算机科学 2019-04-03 Ali Furkan Biten , Lluis Gomez , Marçal Rusiñol , Dimosthenis Karatzas

The number of documents available into Internet moves each day up. For this reason, processing this amount of information effectively and expressibly becomes a major concern for companies and scientists. Methods that represent a textual…

Paragraph generation from images, which has gained popularity recently, is an important task for video summarization, editing, and support of the disabled. Traditional image captioning methods fall short on this front, since they aren't…

计算机视觉与模式识别 · 计算机科学 2018-09-05 Moitreya Chatterjee , Alexander G. Schwing

Existing popular video captioning benchmarks and models deal with generic captions devoid of specific person, place or organization named entities. In contrast, news videos present a challenging setting where the caption requires such named…

计算机视觉与模式识别 · 计算机科学 2024-11-12 Hammad A. Ayyubi , Tianqi Liu , Arsha Nagrani , Xudong Lin , Mingda Zhang , Anurag Arnab , Feng Han , Yukun Zhu , Jialu Liu , Shih-Fu Chang

We investigate the incorporation of visual relationships into the task of supervised image caption generation by proposing a model that leverages detected objects and auto-generated visual relationships to describe images in natural…

计算机视觉与模式识别 · 计算机科学 2021-09-24 Maximilian Mozes , Martin Schmitt , Vladimir Golkov , Hinrich Schütze , Daniel Cremers

The recent progress on image recognition and language modeling is making automatic description of image content a reality. However, stylized, non-factual aspects of the written description are missing from the current systems. One such…

计算机视觉与模式识别 · 计算机科学 2015-12-15 Alexander Mathews , Lexing Xie , Xuming He

This paper proposes a practical multimodal video summarization task setting and a dataset to train and evaluate the task. The target task involves summarizing a given video into a predefined number of keyframe-caption pairs and displaying…

计算与语言 · 计算机科学 2023-12-05 Keito Kudo , Haruki Nagasawa , Jun Suzuki , Nobuyuki Shimizu

The traditional image captioning task uses generic reference captions to provide textual information about images. Different user populations, however, will care about different visual aspects of images. In this paper, we propose a new…

计算与语言 · 计算机科学 2020-11-10 Adam Fisch , Kenton Lee , Ming-Wei Chang , Jonathan H. Clark , Regina Barzilay

Text-to-image models have rapidly evolved from casual creative tools to professional-grade systems, achieving unprecedented levels of image quality and realism. Yet, most models are trained to map short prompts into detailed images,…

计算机视觉与模式识别 · 计算机科学 2025-11-11 Eyal Gutflaish , Eliran Kachlon , Hezi Zisman , Tal Hacham , Nimrod Sarid , Alexander Visheratin , Saar Huberman , Gal Davidi , Guy Bukchin , Kfir Goldberg , Ron Mokady

The task of news article image captioning aims to generate descriptive and informative captions for news article images. Unlike conventional image captions that simply describe the content of the image in general terms, news image captions…

计算机视觉与模式识别 · 计算机科学 2021-09-14 Xuewen Yang , Svebor Karaman , Joel Tetreault , Alex Jaimes

Caption quality has emerged as a critical bottleneck in training high-quality text-to-image (T2I) and text-to-video (T2V) generative models. While visual language models (VLMs) are commonly deployed to generate captions from visual data,…

计算机视觉与模式识别 · 计算机科学 2026-03-10 Varun Ananth , Baqiao Liu , Haoran Cai

Recent advances in vision-language models have led to impressive progress in caption generation for images and short video clips. However, these models remain constrained by their limited temporal receptive fields, making it difficult to…

计算机视觉与模式识别 · 计算机科学 2025-07-08 Sanghyeok Chu , Seonguk Seo , Bohyung Han

Lifelogging cameras capture everyday life from a first-person perspective, but generate so much data that it is hard for users to browse and organize their image collections effectively. In this paper, we propose to use automatic image…

计算机视觉与模式识别 · 计算机科学 2016-08-15 Chenyou Fan , David J. Crandall

Automatic summarization methods are efficient but can suffer from low quality. In comparison, manual summarization is expensive but produces higher quality. Can humans and AI collaborate to improve summarization performance? In similar text…

计算与语言 · 计算机科学 2022-06-15 Vivian Lai , Alison Smith-Renner , Ke Zhang , Ruijia Cheng , Wenjuan Zhang , Joel Tetreault , Alejandro Jaimes