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This paper proposes a computational approach for analysis of strokes in line drawings by artists. We aim at developing an AI methodology that facilitates attribution of drawings of unknown authors in a way that is not easy to be deceived by…

图像与视频处理 · 电气工程与系统科学 2017-11-13 Ahmed Elgammal , Yan Kang , Milko Den Leeuw

Attribution of paintings is a critical problem in art history. This study extends machine learning analysis to surface topography of painted works. A controlled study of positive attribution was designed with paintings produced by a class…

计算机视觉与模式识别 · 计算机科学 2021-06-15 F. Ji , M. S. McMaster , S. Schwab , G. Singh , L. N. Smith , S. Adhikari , M. O'Dwyer , F. Sayed , A. Ingrisano , D. Yoder , E. S. Bolman , I. T. Martin , M. Hinczewski , K. D. Singer

This paper is about authenticating genuine van Gogh paintings from forgeries. The authentication process depends on two key steps: feature extraction and outlier detection. In this paper, a geometric tight frame and some simple statistics…

机器学习 · 计算机科学 2015-01-14 Haixia Liu , Raymond H. Chan , Yuan Yao

Handwritten signature verification poses a formidable challenge in biometrics and document authenticity. The objective is to ascertain the authenticity of a provided handwritten signature, distinguishing between genuine and forged ones.…

计算机视觉与模式识别 · 计算机科学 2024-01-19 Fatih Ozyurt , Jafar Majidpour , Tarik A. Rashid , Canan Koc

The accuracy of a classifier, when performing Pattern recognition, is mostly tied to the quality and representativeness of the input feature vector. Feature Selection is a process that allows for representing information properly and may…

机器人学 · 计算机科学 2022-09-08 Alysson Ribeiro da Silva , Camila Guedes Silveira

The artistic community is increasingly relying on automatic computational analysis for authentication and classification of artistic paintings. In this paper, we identify hidden patterns and relationships present in artistic paintings by…

计算机视觉与模式识别 · 计算机科学 2021-02-10 Jorge Miguel Silva , Diogo Pratas , Rui Antunes , Sérgio Matos , Armando J. Pinho

Our goal in this paper is to discover near duplicate patterns in large collections of artworks. This is harder than standard instance mining due to differences in the artistic media (oil, pastel, drawing, etc), and imperfections inherent in…

计算机视觉与模式识别 · 计算机科学 2019-03-11 Xi Shen , Alexei A. Efros , Mathieu Aubry

Automatic art analysis aims to classify and retrieve artistic representations from a collection of images by using computer vision and machine learning techniques. In this work, we propose to enhance visual representations from neural…

计算机视觉与模式识别 · 计算机科学 2019-04-11 Noa Garcia , Benjamin Renoust , Yuta Nakashima

This paper investigates neural network-based biometric authentication using finger-drawn digits on touchscreen devices. We evaluated CNN and autoencoder architectures for user authentication through simple digit patterns (0-9) traced with…

机器学习 · 计算机科学 2025-11-17 Maan Al Balkhi , Kordian Gontarska , Marko Harasic , Adrian Paschke

Cross-depiction is the problem of identifying the same object even when it is depicted in a variety of manners. This is a common problem in handwritten historical documents image analysis, for instance when the same letter or motif is…

计算机视觉与模式识别 · 计算机科学 2018-12-10 Vinaychandran Pondenkandath , Michele Alberti , Nicole Eichenberger , Rolf Ingold , Marcus Liwicki

Offline handwritten signature verification systems are used to verify the identity of individuals, through recognizing their handwritten signature image as genuine signatures or forgeries. The main tasks of signature verification systems…

计算机视觉与模式识别 · 计算机科学 2024-10-01 Hansong Zhang , Jiangjian Guo , Kun Li , Yang Zhang , Yimei Zhao

The study of cultural artifact provenance, tracing ownership and preservation, holds significant importance in archaeology and art history. Modern technology has advanced this field, yet challenges persist, including recognizing evidence…

人机交互 · 计算机科学 2024-01-18 Wei Zhang , Wong Kam-Kwai , Yitian Chen , Ailing Jia , Luwei Wang , Jian-Wei Zhang , Lechao Cheng , Huamin Qu , Wei Chen

Stylometric approaches have been shown to be quite effective for real-world authorship attribution. To mitigate the privacy threat posed by authorship attribution, researchers have proposed automated authorship obfuscation approaches that…

机器学习 · 计算机科学 2021-10-11 Muhammad Haroon , Fareed Zaffar , Padmini Srinivasan , Zubair Shafiq

Verifying the identity of a person using handwritten signatures is challenging in the presence of skilled forgeries, where a forger has access to a person's signature and deliberately attempt to imitate it. In offline (static) signature…

计算机视觉与模式识别 · 计算机科学 2017-05-17 Luiz G. Hafemann , Robert Sabourin , Luiz S. Oliveira

GAN-generated deepfakes as a genre of digital images are gaining ground as both catalysts of artistic expression and malicious forms of deception, therefore demanding systems to enforce and accredit their ethical use. Existing techniques…

计算机视觉与模式识别 · 计算机科学 2022-03-21 Brandon B. G. Khoo , Chern Hong Lim , Raphael C. -W. Phan

Archaeology is an intriguing domain for computer vision. It suffers not only from shortage in (labeled) data, but also from highly-challenging data, which is often extremely abraded and damaged. This paper proposes a novel semi-supervised…

计算机视觉与模式识别 · 计算机科学 2024-01-23 Offry Hayon , Stefan Münger , Ilan Shimshoni , Ayellet Tal

Freeform handwriting authentication verifies a person's identity from their writing style and habits in messy handwriting data. This technique has gained widespread attention in recent years as a valuable tool for various fields, e.g.,…

计算机视觉与模式识别 · 计算机科学 2024-08-20 Jingyao Wang , Luntian Mou , Changwen Zheng , Wen Gao

The rapid progress of generative models has enabled the creation of highly realistic synthetic images, raising concerns about authenticity and trust in digital media. Detecting such fake content reliably is an urgent challenge. While deep…

计算机视觉与模式识别 · 计算机科学 2026-01-28 Syed Mehedi Hasan Nirob , Moqsadur Rahman , Shamim Ehsan , Summit Haque

Facial sketches drawn by artists are widely used for visual identification applications and mostly by law enforcement agencies, but the quality of these sketches depend on the ability of the artist to clearly replicate all the key facial…

计算机视觉与模式识别 · 计算机科学 2020-05-06 Uche Osahor , Hadi Kazemi , Ali Dabouei , Nasser Nasrabadi

Research on Offline Handwritten Signature Verification explored a large variety of handcrafted feature extractors, ranging from graphology, texture descriptors to interest points. In spite of advancements in the last decades, performance of…

计算机视觉与模式识别 · 计算机科学 2017-05-17 Luiz G. Hafemann , Robert Sabourin , Luiz S. Oliveira
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