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In recent years, a growing body of research has focused on the problem of person re-identification (re-id). The re-id techniques attempt to match the images of pedestrians from disjoint non-overlapping camera views. A major challenge of…

计算机视觉与模式识别 · 计算机科学 2018-04-02 Zhanxiang Feng , Jianhuang Lai , Xiaohua Xie

International Classification of Diseases (ICD) is a global medical classification system which provides unique codes for diagnoses and procedures appropriate to a patient's clinical record. However, manual coding by human coders is…

机器学习 · 计算机科学 2022-11-17 Daeseong Kim , Haanju Yoo , Sewon Kim

Complex multi-step attacks have caused significant damage to numerous critical infrastructures. To detect such attacks, graph neural network based methods have shown promising results by modeling the system's events as a graph. However,…

密码学与安全 · 计算机科学 2024-06-17 Wei Liu , Peng Gao , Haotian Zhang , Ke Li , Weiyong Yang , Xingshen Wei , Jiwu Shu

The rapid advancements in artificial intelligence (AI) have revolutionized smart healthcare, driving innovations in wearable technologies, continuous monitoring devices, and intelligent diagnostic systems. However, security, explainability,…

机器学习 · 计算机科学 2024-10-02 Prasenjit Maji , Amit Kumar Mondal , Hemanta Kumar Mondal , Saraju P. Mohanty

Modern scientific and technological advances allow botanists to use computer vision-based approaches for plant identification tasks. These approaches have their own challenges. Leaf classification is a computer-vision task performed for the…

计算机视觉与模式识别 · 计算机科学 2022-08-19 Ali Beikmohammadi , Karim Faez , Ali Motallebi

Learning efficient representations for concepts has been proven to be an important basis for many applications such as machine translation or document classification. Proper representations of medical concepts such as diagnosis, medication,…

机器学习 · 计算机科学 2016-02-18 Edward Choi , Mohammad Taha Bahadori , Elizabeth Searles , Catherine Coffey , Jimeng Sun

Accurate skin disease classification is a critical yet challenging task due to high inter-class similarity, intra-class variability, and complex lesion textures. While deep learning-based computer-aided diagnosis (CAD) systems have shown…

计算机视觉与模式识别 · 计算机科学 2025-08-07 Enam Ahmed Taufik , Abdullah Khondoker , Antara Firoz Parsa , Seraj Al Mahmud Mostafa

The transparent cornea is the window of the eye, facilitating the entry of light rays and controlling focusing the movement of the light within the eye. The cornea is critical, contributing to 75% of the refractive power of the eye.…

机器学习 · 统计学 2020-02-03 Nicole Hallett , Kai Yi , Josef Dick , Christopher Hodge , Gerard Sutton , Yu Guang Wang , Jingjing You

Translation of fully automated deep learning based medical image segmentation technologies to clinical workflows face two main algorithmic challenges. The first, is the collection and archival of large quantities of manually annotated…

图像与视频处理 · 电气工程与系统科学 2021-01-20 Bilwaj Gaonkar , Joel Beckett , Mark Attiah , Christine Ahn , Matthew Edwards , Bayard Wilson , Azim Laiwalla , Banafsheh Salehi , Bryan Yoo , Alex Bui , Luke Macyszyn

In this study, a Convolutional Neural Network (CNN) is used to classify potato leaf illnesses using Deep Learning. The suggested approach entails preprocessing the leaf image data, training a CNN model on that data, and assessing the…

计算机视觉与模式识别 · 计算机科学 2023-11-07 Utkarsh Yashwant Tambe , A. Shobanadevi , A. Shanthini , Hsiu-Chun Hsu

Recognizing the patient's emotions using deep learning techniques has attracted significant attention recently due to technological advancements. Automatically identifying the emotions can help build smart healthcare centers that can detect…

机器学习 · 计算机科学 2021-07-14 Marwan Dhuheir , Abdullatif Albaseer , Emna Baccour , Aiman Erbad , Mohamed Abdallah , Mounir Hamdi

Sepsis is a potentially life threatening inflammatory response to infection or severe tissue damage. It has a highly variable clinical course, requiring constant monitoring of the patient's state to guide the management of intravenous…

机器学习 · 计算机科学 2022-02-21 Thesath Nanayakkara , Gilles Clermont , Christopher James Langmead , David Swigon

Purpose: Hip fractures are a common cause of morbidity and mortality. Automatic identification and classification of hip fractures using deep learning may improve outcomes by reducing diagnostic errors and decreasing time to operation.…

In this paper, we introduce a deep learning model to classify children as either healthy or potentially autistic with 94.6% accuracy using Deep Learning. Autistic patients struggle with social skills, repetitive behaviors, and…

计算机视觉与模式识别 · 计算机科学 2020-08-10 Madison Beary , Alex Hadsell , Ryan Messersmith , Mohammad-Parsa Hosseini

The rapid global aging trend has led to an increase in dementia cases, including Alzheimer's disease, underscoring the urgent need for early and accurate diagnostic methods. Traditional diagnostic techniques, such as cognitive tests,…

机器学习 · 计算机科学 2024-09-06 Juan A. Berrios Moya

Resource-constrained classification tasks are common in real-world applications such as allocating tests for disease diagnosis, hiring decisions when filling a limited number of positions, and defect detection in manufacturing settings…

机器学习 · 计算机科学 2023-11-22 Danit Shifman Abukasis , Izack Cohen , Xiaochen Xian , Kejun Huang , Gonen Singer

Deep learning models have shown strong performance in classifying Alzheimer's disease (AD) from R2* maps, but their decision-making remains opaque, raising concerns about interpretability. Previous studies suggest biases in model decisions,…

图像与视频处理 · 电气工程与系统科学 2025-06-05 Christian Tinauer , Maximilian Sackl , Stefan Ropele , Christian Langkammer

Mitigating bias in automated decision-making systems, particularly in deep learning models, is a critical challenge due to nuanced definitions of fairness, dataset-specific biases, and the inherent trade-off between fairness and accuracy.…

机器学习 · 计算机科学 2025-10-22 Charmaine Barker , Daniel Bethell , Dimitar Kazakov

There are a lot of hidden dangers in the change of human skin conditions, such as the sunburn caused by long-time exposure to ultraviolet radiation, which not only has aesthetic impact causing psychological depression and lack of…

计算机视觉与模式识别 · 计算机科学 2019-06-06 Min Chen , Ping Zhou , Di Wu , Long Hu , Mohammad Mehedi Hassan , Atif Alamri

Image classification models built into visual support systems and other assistive devices need to provide accurate predictions about their environment. We focus on an application of assistive technology for people with visual impairments,…

计算机视觉与模式识别 · 计算机科学 2019-01-04 Marcus Klasson , Cheng Zhang , Hedvig Kjellström
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