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Book covers are intentionally designed and provide an introduction to a book. However, they typically require professional skills to design and produce the cover images. Thus, we propose a generative neural network that can produce book…

计算机视觉与模式识别 · 计算机科学 2021-06-16 Wensheng Zhang , Yan Zheng , Taiga Miyazono , Seiichi Uchida , Brian Kenji Iwana

Book covers communicate information to potential readers, but can that same information be learned by computers? We propose using a deep Convolutional Neural Network (CNN) to predict the genre of a book based on the visual clues provided by…

计算机视觉与模式识别 · 计算机科学 2017-10-16 Brian Kenji Iwana , Syed Tahseen Raza Rizvi , Sheraz Ahmed , Andreas Dengel , Seiichi Uchida

This paper addresses the challenging task of estimating font impressions from real font images. We use a font dataset with annotation about font impressions and a convolutional neural network (CNN) framework for this task. However,…

计算机视觉与模式识别 · 计算机科学 2024-02-26 Kazuki Kitajima , Daichi Haraguchi , Seiichi Uchida

The cover is the face of a book and is a point of attraction for the readers. Designing book covers is an essential task in the publishing industry. One of the main challenges in creating a book cover is representing the theme of the book's…

计算机视觉与模式识别 · 计算机科学 2022-11-07 Emdadul Haque , Md. Faraz Kabir Khan , Mohammad Imrul Jubair , Jarin Anjum , Abrar Zahir Niloy

Book covers are usually the very first impression to its readers and they often convey important information about the content of the book. Book genre classification based on its cover would be utterly beneficial to many modern retrieval…

计算机视觉与模式识别 · 计算机科学 2020-11-17 Chandra Kundu , Lukun Zheng

Previous text-to-image synthesis algorithms typically use explicit textual instructions to generate/manipulate images accurately, but they have difficulty adapting to guidance in the form of coarsely matched texts. In this work, we attempt…

计算机视觉与模式识别 · 计算机科学 2023-09-12 Mengyao Cui , Zhe Zhu , Shao-Ping Lu , Yulu Yang

Image generation based on text-to-image generation models is a task with practical application scenarios that fine-grained styles cannot be precisely described and controlled in natural language, while the guidance information of stylized…

计算机视觉与模式识别 · 计算机科学 2025-10-03 Shuochen Chang

In this work, we consider the typography generation task that aims at producing diverse typographic styling for the given graphic document. We formulate typography generation as a fine-grained attribute generation for multiple text elements…

计算机视觉与模式识别 · 计算机科学 2023-09-06 Wataru Shimoda , Daichi Haraguchi , Seiichi Uchida , Kota Yamaguchi

In this paper, we aim to understand the design principles in book cover images which are carefully crafted by experts. Book covers are designed in a unique way, specific to genres which convey important information to their readers. By…

计算机视觉与模式识别 · 计算机科学 2018-08-28 Shailza Jolly , Brian Kenji Iwana , Ryohei Kuroki , Seiichi Uchida

Textual information in a captured scene plays an important role in scene interpretation and decision making. Though there exist methods that can successfully detect and interpret complex text regions present in a scene, to the best of our…

计算机视觉与模式识别 · 计算机科学 2025-02-19 Prasun Roy , Saumik Bhattacharya , Subhankar Ghosh , Umapada Pal

Designing fonts requires a great deal of time and effort. It requires professional skills, such as sketching, vectorizing, and image editing. Additionally, each letter has to be designed individually. In this paper, we will introduce a…

计算机视觉与模式识别 · 计算机科学 2020-01-22 Gantugs Atarsaikhan , Brian Kenji Iwana , Seiichi Uchida

Conversion of one font to another font is very useful in real life applications. In this paper, we propose a Convolutional Recurrent Generative model to solve the word level font transfer problem. Our network is able to convert the font…

计算机视觉与模式识别 · 计算机科学 2018-05-25 Ankan Kumar Bhunia , Ayan Kumar Bhunia , Prithaj Banerjee , Aishik Konwer , Abir Bhowmick , Partha Pratim Roy , Umapada Pal

There are various font styles in the world. Different styles give different impressions and readability. This paper analyzes the relationship between font styles and contextual factors that might affect font style selection with large-scale…

计算机视觉与模式识别 · 计算机科学 2023-06-22 Naoya Yasukochi , Hideaki Hayashi , Daichi Haraguchi , Seiichi Uchida

This paper mainly discusses the generation of personalized fonts as the problem of image style transfer. The main purpose of this paper is to design a network framework that can extract and recombine the content and style of the characters.…

计算机视觉与模式识别 · 计算机科学 2020-04-08 Fenxi Xiao , Jie Zhang , Bo Huang , Xia Wu

Style-guided text image generation tries to synthesize text image by imitating reference image's appearance while keeping text content unaltered. The text image appearance includes many aspects. In this paper, we focus on transferring style…

计算机视觉与模式识别 · 计算机科学 2022-03-16 Yangming Shi , Haisong Ding , Kai Chen , Qiang Huo

Humans are capable of identifying a book only by looking at its cover, but how can computers do the same? In this paper, we explore different feature detectors and matching methods for book cover identification, and compare their…

计算机视觉与模式识别 · 计算机科学 2020-01-16 Rabie Hachemi , Ikram Achar , Biasi Wiga , Mahfoud Sidi Ali Mebarek

This study analyzes the relationship between non-verbal information (e.g., genres) and text design (e.g., font style, character color, etc.) through the classification of book genres using text design on book covers. Text images have both…

计算机视觉与模式识别 · 计算机科学 2024-02-27 Daichi Haraguchi , Brian Kenji Iwana , Seiichi Uchida

In this paper, we conduct a large-scale study of font statistics in book covers and online advertisements. Through the statistical study, we try to understand how graphic designers relate fonts and content genres and identify the…

计算机视觉与模式识别 · 计算机科学 2019-07-02 Yuto Shinahara , Takuro Karamatsu , Daisuke Harada , Kota Yamaguchi , Seiichi Uchida

Dramatic advances in generative models have resulted in near photographic quality for artificially rendered faces, animals and other objects in the natural world. In spite of such advances, a higher level understanding of vision and imagery…

计算机视觉与模式识别 · 计算机科学 2019-04-05 Raphael Gontijo Lopes , David Ha , Douglas Eck , Jonathon Shlens

In creativity support and computational co-creativity contexts, the task of discovering appropriate prompts for use with text-to-image generative models remains difficult. In many cases the creator wishes to evoke a certain impression with…

人工智能 · 计算机科学 2023-02-21 Francisco Ibarrola , Rohan Lulham , Kazjon Grace
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