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This paper presents the first comprehensive systematic review of literature on style-based composer identification and authorship attribution in symbolic music scores. Addressing the critical need for improved reliability and…

Sound · Computer Science 2026-01-21 Federico Simonetta

Context: Self-admitted technical debt (SATD) occurs when developers acknowledge shortcuts in code. In scientific software (SSW), such debt poses unique risks to the validity and reproducibility of results. Objective: This study aims to…

Software Engineering · Computer Science 2026-01-19 Eric L. Melin , Nasir U. Eisty , Gregory Watson , Addi Malviya-Thakur

This article motivates, describes, and presents the PBSCR dataset for studying composer recognition of classical piano music. Our goal was to design a dataset that facilitates large-scale research on composer recognition that is suitable…

Sound · Computer Science 2024-08-07 Arhan Jain , Alec Bunn , Austin Pham , TJ Tsai

Understanding clothes from a single image has strong commercial and cultural impacts on modern societies. However, this task remains a challenging computer vision problem due to wide variations in the appearance, style, brand and layering…

Computer Vision and Pattern Recognition · Computer Science 2019-04-11 Shuai Zheng , Fan Yang , M. Hadi Kiapour , Robinson Piramuthu

Brain networks characterize complex connectivities among brain regions as graph structures, which provide a powerful means to study brain connectomes. In recent years, graph neural networks have emerged as a prevalent paradigm of learning…

Machine Learning · Computer Science 2022-06-10 Yi Yang , Yanqiao Zhu , Hejie Cui , Xuan Kan , Lifang He , Ying Guo , Carl Yang

With the increasing adoption of digitization, more and more historical visualizations created hundreds of years ago are accessible in digital libraries online. It provides a unique opportunity for visualization and history research.…

Human-Computer Interaction · Computer Science 2025-07-24 Yu Zhang , Ruike Jiang , Liwenhan Xie , Yuheng Zhao , Can Liu , Tianhong Ding , Siming Chen , Xiaoru Yuan

We introduce ArtBench-10, the first class-balanced, high-quality, cleanly annotated, and standardized dataset for benchmarking artwork generation. It comprises 60,000 images of artwork from 10 distinctive artistic styles, with 5,000…

Computer Vision and Pattern Recognition · Computer Science 2022-06-24 Peiyuan Liao , Xiuyu Li , Xihui Liu , Kurt Keutzer

Humans often use visual aids, for example diagrams or sketches, when solving complex problems. Training multimodal models to do the same, known as Visual Chain of Thought (Visual CoT), is challenging due to: (1) poor off-the-shelf visual…

Computer Vision and Pattern Recognition · Computer Science 2025-10-10 Ang Li , Charles Wang , Deqing Fu , Kaiyu Yue , Zikui Cai , Wang Bill Zhu , Ollie Liu , Peng Guo , Willie Neiswanger , Furong Huang , Tom Goldstein , Micah Goldblum

Artistic style transfer aims to repaint the content image with the learned artistic style. Existing artistic style transfer methods can be divided into two categories: small model-based approaches and pre-trained large-scale model-based…

Computer Vision and Pattern Recognition · Computer Science 2023-12-12 Zhanjie Zhang , Quanwei Zhang , Guangyuan Li , Wei Xing , Lei Zhao , Jiakai Sun , Zehua Lan , Junsheng Luan , Yiling Huang , Huaizhong Lin

The recent Artificial Intelligence (AI) revolution has opened transformative possibilities for the humanities, particularly in unlocking the visual-artistic content embedded in historical illuminated manuscripts. While digital archives now…

Information Retrieval · Computer Science 2026-01-13 Yoav Evron , Michal Bar-Asher Siegal , Michael Fire

We introduce a novel dataset for architectural style classification, consisting of 9,485 images of church buildings. Both images and style labels were sourced from Wikipedia. The dataset can serve as a benchmark for various research fields,…

Computer Vision and Pattern Recognition · Computer Science 2021-10-20 Björn Barz , Joachim Denzler

Recent advancements in language-image models have led to the development of highly realistic images that can be generated from textual descriptions. However, the increased visual quality of these generated images poses a potential threat to…

Computer Vision and Pattern Recognition · Computer Science 2023-04-17 Shan Jia , Mingzhen Huang , Zhou Zhou , Yan Ju , Jialing Cai , Siwei Lyu

Visual aesthetic assessment has been an active research field for decades. Although latest methods have achieved promising performance on benchmark datasets, they typically rely on a large number of manual annotations including both…

Computer Vision and Pattern Recognition · Computer Science 2019-12-04 Kekai Sheng , Weiming Dong , Menglei Chai , Guohui Wang , Peng Zhou , Feiyue Huang , Bao-Gang Hu , Rongrong Ji , Chongyang Ma

Recent years have seen a paradigm shift towards multi-task learning. This calls for memory and energy-efficient solutions for inference in a multi-task scenario. We propose an algorithm-hardware co-design approach called MIME. MIME reuses…

Machine Learning · Computer Science 2022-06-22 Abhiroop Bhattacharjee , Yeshwanth Venkatesha , Abhishek Moitra , Priyadarshini Panda

Style analysis of artwork in computer vision predominantly focuses on achieving results in target image generation through optimizing understanding of low level style characteristics such as brush strokes. However, fundamentally different…

Computer Vision and Pattern Recognition · Computer Science 2020-12-09 Sadat Shaik , Bernadette Bucher , Nephele Agrafiotis , Stephen Phillips , Kostas Daniilidis , William Schmenner

Charts are very popular for analyzing data, visualizing key insights and answering complex reasoning questions about data. To facilitate chart-based data analysis using natural language, several downstream tasks have been introduced…

Computation and Language · Computer Science 2023-10-12 Ahmed Masry , Parsa Kavehzadeh , Xuan Long Do , Enamul Hoque , Shafiq Joty

This article introduces a benchmark designed to evaluate the capabilities of multimodal models in analyzing and interpreting images. The benchmark focuses on seven key visual aspects: main object, additional objects, background, detail,…

Computer Vision and Pattern Recognition · Computer Science 2025-01-15 Evgenii Evstafev

Multimodal and multi-domain stylization are two important problems in the field of image style transfer. Currently, there are few methods that can perform both multimodal and multi-domain stylization simultaneously. In this paper, we…

Computer Vision and Pattern Recognition · Computer Science 2020-06-03 Minxuan Lin , Fan Tang , Weiming Dong , Xiao Li , Chongyang Ma , Changsheng Xu

Music exists in various modalities, such as score images, symbolic scores, MIDI, and audio. Translations between each modality are established as core tasks of music information retrieval, such as automatic music transcription…

Sound · Computer Science 2026-04-08 Jongmin Jung , Dongmin Kim , Sihun Lee , Seola Cho , Hyungjoon Soh , Irmak Bukey , Chris Donahue , Dasaem Jeong

Ancient artworks obtained in archaeological excavations usually suffer from a certain degree of fragmentation and physical degradation. Often, fragments of multiple artifacts from different periods or artistic styles could be found on the…

Computer Vision and Pattern Recognition · Computer Science 2025-01-15 Gur Elkin , Ofir Itzhak Shahar , Yaniv Ohayon , Nadav Alali , Ohad Ben-Shahar
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