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相关论文: Automatic Description Generation from Images: A Su…

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Generative models have made significant progress in the tasks of modeling complex data distributions such as natural images. The introduction of Generative Adversarial Networks (GANs) and auto-encoders lead to the possibility of training on…

计算机视觉与模式识别 · 计算机科学 2018-03-29 Tobias Hinz , Stefan Wermter

Automatic image description systems are commonly trained and evaluated on large image description datasets. Recently, researchers have started to collect such datasets for languages other than English. An unexplored question is how…

计算与语言 · 计算机科学 2017-08-15 Emiel van Miltenburg , Desmond Elliott , Piek Vossen

Automated question generation is an important approach to enable personalisation of English comprehension assessment. Recently, transformer-based pretrained language models have demonstrated the ability to produce appropriate questions from…

计算与语言 · 计算机科学 2022-09-27 Vatsal Raina , Mark Gales

Recently, there has been a lot of interest in automatically generating descriptions for an image. Most existing language-model based approaches for this task learn to generate an image description word by word in its original word order.…

计算机视觉与模式识别 · 计算机科学 2017-04-25 Yufei Wang , Zhe Lin , Xiaohui Shen , Scott Cohen , Garrison W. Cottrell

In this paper we present an approach to multi-language image description bringing together insights from neural machine translation and neural image description. To create a description of an image for a given target language, our sequence…

计算与语言 · 计算机科学 2015-11-19 Desmond Elliott , Stella Frank , Eva Hasler

In this work we present an overview of approaches for the detection and attribution of synthetic images and highlight their strengths and weaknesses. We also point out and discuss hot topics in this field and outline promising directions…

计算机视觉与模式识别 · 计算机科学 2024-05-02 Diangarti Tariang , Riccardo Corvi , Davide Cozzolino , Giovanni Poggi , Koki Nagano , Luisa Verdoliva

Automatic summarization of natural language is a current topic in computer science research and industry, studied for decades because of its usefulness across multiple domains. For example, summarization is necessary to create reviews such…

计算与语言 · 计算机科学 2018-12-31 Marc Everett Johnson

Image captioning involves generating textual descriptions from input images, bridging the gap between computer vision and natural language processing. Recent advancements in transformer-based models have significantly improved caption…

计算机视觉与模式识别 · 计算机科学 2025-06-09 Israa A. Albadarneh , Bassam H. Hammo , Omar S. Al-Kadi

Large Language Models (LLMs) have enabled new ways to satisfy information needs. Although great strides have been made in applying them to settings like document ranking and short-form text generation, they still struggle to compose…

Generative AI is transforming image synthesis, enabling the creation of high-quality, diverse, and photorealistic visuals across industries like design, media, healthcare, and autonomous systems. Advances in techniques such as…

计算机视觉与模式识别 · 计算机科学 2025-01-31 Fouad Bousetouane

Automatic image generation is no longer just of interest to researchers, but also to practitioners. However, current models are sensitive to the settings used and automatic optimization methods often require human involvement. To bridge…

计算机视觉与模式识别 · 计算机科学 2024-11-22 Dominik Sobania , Martin Briesch , Franz Rothlauf

Supervised machine learning methods for image analysis require large amounts of labelled training data to solve computer vision problems. The recent rise of deep learning algorithms for recognising image content has led to the emergence of…

计算机视觉与模式识别 · 计算机科学 2021-04-20 Christoph Sager , Christian Janiesch , Patrick Zschech

With the rapid advancement of generative models, highly realistic image synthesis has posed new challenges to digital security and media credibility. Although AI-generated image detection methods have partially addressed these concerns, a…

计算机视觉与模式识别 · 计算机科学 2025-09-12 Chunxiao Li , Xiaoxiao Wang , Meiling Li , Boming Miao , Peng Sun , Yunjian Zhang , Xiangyang Ji , Yao Zhu

Human beings understand natural language description and could able to imagine a corresponding visual for the same. For example, given a description of the interior of a house, we could imagine its structure and arrangements of furniture.…

计算机视觉与模式识别 · 计算机科学 2018-11-30 Mahak Jain , Anurag Sanyal , Shreya Goyal , Chiranjoy Chattopadhyay , Gaurav Bhatnagar

Many automatic attribute discovery methods have been developed to extract a set of visual attributes from images for various tasks. However, despite good performance in some image classification tasks, it is difficult to evaluate whether…

计算机视觉与模式识别 · 计算机科学 2016-02-08 Liangchen Liu , Arnold Wiliem , Shaokang Chen , Brian C. Lovell

Automatic evaluations for natural language generation (NLG) conventionally rely on token-level or embedding-level comparisons with text references. This differs from human language processing, for which visual imagination often improves…

计算与语言 · 计算机科学 2023-02-16 Wanrong Zhu , Xin Eric Wang , An Yan , Miguel Eckstein , William Yang Wang

Autonomous driving systems have witnessed a significant development during the past years thanks to the advance in machine learning-enabled sensing and decision-making algorithms. One critical challenge for their massive deployment in the…

机器人学 · 计算机科学 2023-06-22 Wenhao Ding , Chejian Xu , Mansur Arief , Haohong Lin , Bo Li , Ding Zhao

Conditioning image generation on specific features of the desired output is a key ingredient of modern generative models. However, existing approaches lack a general and unified way of representing structural and semantic conditioning at…

计算机视觉与模式识别 · 计算机科学 2024-07-08 Luca Butera , Andrea Cini , Alberto Ferrante , Cesare Alippi

Image captioning is the process of generating a natural language description of an image. Most current image captioning models, however, do not take into account the emotional aspect of an image, which is very relevant to activities and…

计算机视觉与模式识别 · 计算机科学 2019-01-28 Omid Mohamad Nezami , Mark Dras , Peter Anderson , Len Hamey

Scene graph is a structured representation of a scene that can clearly express the objects, attributes, and relationships between objects in the scene. As computer vision technology continues to develop, people are no longer satisfied with…

计算机视觉与模式识别 · 计算机科学 2022-01-10 Xiaojun Chang , Pengzhen Ren , Pengfei Xu , Zhihui Li , Xiaojiang Chen , Alex Hauptmann