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Related papers: Building a Manga Dataset "Manga109" with Annotatio…

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Manga, a widely celebrated Japanese comic art form, is renowned for its diverse narratives and distinct artistic styles. However, the inherently visual and intricate structure of Manga, which comprises images housing multiple panels, poses…

Information Retrieval · Computer Science 2023-11-07 Conghao Tom Shen , Violet Yao , Yixin Liu

In recent years, automatic video caption generation has attracted considerable attention. This paper focuses on the generation of Japanese captions for describing human actions. While most currently available video caption datasets have…

Computation and Language · Computer Science 2020-03-11 Yutaro Shigeto , Yuya Yoshikawa , Jiaqing Lin , Akikazu Takeuchi

The process of generating fully colorized drawings from sketches is a large, usually costly bottleneck in the manga and anime industry. In this study, we examine multiple models for image-to-image translation between anime characters and…

Computer Vision and Pattern Recognition · Computer Science 2025-08-14 Tai Vu , Robert Yang

A key requirement for leveraging supervised deep learning methods is the availability of large, labeled datasets. Unfortunately, in the context of RGB-D scene understanding, very little data is available -- current datasets cover a small…

Computer Vision and Pattern Recognition · Computer Science 2017-04-12 Angela Dai , Angel X. Chang , Manolis Savva , Maciej Halber , Thomas Funkhouser , Matthias Nießner

The availability of large-scale datasets on which to train, benchmark and test algorithms has been central to the rapid development of machine learning as a discipline and its maturity as a research discipline. Despite considerable…

Quantum Physics · Physics 2021-08-17 Elija Perrier , Akram Youssry , Chris Ferrie

Data quality is crucial for training accurate, unbiased, and trustworthy machine learning models as well as for their correct evaluation. Recent works, however, have shown that even popular datasets used to train and evaluate…

Computation and Language · Computer Science 2024-03-12 Jan-Christoph Klie , Richard Eckart de Castilho , Iryna Gurevych

Agriculture is of one of the few remaining sectors that is yet to receive proper attention from the machine learning community. The importance of datasets in the machine learning discipline cannot be overemphasized. The lack of standard and…

Computer Vision and Pattern Recognition · Computer Science 2022-09-07 Sarder Iftekhar Ahmed , Muhammad Ibrahim , Md. Nadim , Md. Mizanur Rahman , Maria Mehjabin Shejunti , Taskeed Jabid , Md. Sawkat Ali

The process of adapting or repurposing manga pages is a time-consuming task that requires manga artists to manually work on every single screentone region and apply new patterns to create novel screentones across multiple panels. To address…

Computer Vision and Pattern Recognition · Computer Science 2023-06-08 Minshan Xie , Chengze Li , Tien-Tsin Wong

Over the last several decades, software has been woven into the fabric of every aspect of our society. As software development surges and code infrastructure of enterprise applications ages, it is now more critical than ever to increase…

Cartoon editing, appreciated by both professional illustrators and hobbyists, allows extensive creative freedom and the development of original narratives within the cartoon domain. However, the existing literature on cartoon editing is…

Computer Vision and Pattern Recognition · Computer Science 2023-12-05 Jian Lin , Chengze Li , Xueting Liu , Zhongping Ge

Due to the significant time and effort required for handcrafting translations, most manga never leave the domestic Japanese market. Automatic manga translation is a promising potential solution. However, it is a budding and underdeveloped…

Computation and Language · Computer Science 2024-12-06 Philip Lippmann , Konrad Skublicki , Joshua Tanner , Shonosuke Ishiwatari , Jie Yang

The Quick, Draw! Dataset is a Google dataset with a collection of 50 million drawings, divided in 345 categories, collected from the users of the game Quick, Draw!. In contrast with most of the existing image datasets, in the Quick, Draw!…

Computer Vision and Pattern Recognition · Computer Science 2019-10-24 Raul Fernandez-Fernandez , Juan G. Victores , David Estevez , Carlos Balaguer

Propelling, and propelled by, the "deep learning revolution", recent years have seen the introduction of ever larger corpora of images annotated with natural language expressions. We survey some of these corpora, taking a perspective that…

Computation and Language · Computer Science 2019-04-17 David Schlangen

This study constructed a Japanese chat dataset for tuning large language models (LLMs), which consist of about 8.4 million records. Recently, LLMs have been developed and gaining popularity. However, high-performing LLMs are usually mainly…

Computation and Language · Computer Science 2023-05-23 Masanori Hirano , Masahiro Suzuki , Hiroki Sakaji

This paper introduces the Ubuntu Dialogue Corpus, a dataset containing almost 1 million multi-turn dialogues, with a total of over 7 million utterances and 100 million words. This provides a unique resource for research into building…

Computation and Language · Computer Science 2016-07-26 Ryan Lowe , Nissan Pow , Iulian Serban , Joelle Pineau

We present TaskSet, a dataset of tasks for use in training and evaluating optimizers. TaskSet is unique in its size and diversity, containing over a thousand tasks ranging from image classification with fully connected or convolutional…

Machine Learning · Computer Science 2020-04-02 Luke Metz , Niru Maheswaranathan , Ruoxi Sun , C. Daniel Freeman , Ben Poole , Jascha Sohl-Dickstein

We introduce DatasetGAN: an automatic procedure to generate massive datasets of high-quality semantically segmented images requiring minimal human effort. Current deep networks are extremely data-hungry, benefiting from training on…

Computer Vision and Pattern Recognition · Computer Science 2021-04-21 Yuxuan Zhang , Huan Ling , Jun Gao , Kangxue Yin , Jean-Francois Lafleche , Adela Barriuso , Antonio Torralba , Sanja Fidler

Modern machine learning relies on datasets to develop and validate research ideas. Given the growth of publicly available data, finding the right dataset to use is increasingly difficult. Any research question imposes explicit and implicit…

Information Retrieval · Computer Science 2023-06-08 Vijay Viswanathan , Luyu Gao , Tongshuang Wu , Pengfei Liu , Graham Neubig

From classifying handwritten digits to generating strings of text, the datasets which have received long-time focus from the machine learning community vary greatly in their subject matter. This has motivated a renewed interest in building…

Computer Vision and Pattern Recognition · Computer Science 2020-02-21 Yingtao Tian , Chikahiko Suzuki , Tarin Clanuwat , Mikel Bober-Irizar , Alex Lamb , Asanobu Kitamoto

This work presents the Industrial Hand Action Dataset V1, an industrial assembly dataset consisting of 12 classes with 459,180 images in the basic version and 2,295,900 images after spatial augmentation. Compared to other freely available…

Computer Vision and Pattern Recognition · Computer Science 2023-03-08 Fabian Sturm , Elke Hergenroether , Julian Reinhardt , Petar Smilevski Vojnovikj , Melanie Siegel