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Obesity is a critical global health issue driven by dietary, physiological, and environmental factors, and is strongly associated with chronic diseases such as diabetes, cardiovascular disorders, and cancer. Machine learning has emerged as…

机器学习 · 计算机科学 2026-05-11 Towhidul Islam , Md Sumon Ali

The application of Machine Learning (ML) to the diagnosis of rare diseases, such as collagen VI-related dystrophies (COL6-RD), is fundamentally limited by the scarcity and fragmentation of available data. Attempts to expand sampling across…

Pumpkin is a vital crop cultivated globally, and its productivity is crucial for food security, especially in developing regions. Accurate and timely detection of pumpkin leaf diseases is essential to mitigate significant losses in yield…

图像与视频处理 · 电气工程与系统科学 2024-10-02 Aymane Khaldi , El Mostafa Kalmoun

Skin conditions are reported the 4th leading cause of nonfatal disease burden worldwide. However, given the colossal spectrum of skin disorders defined clinically and shortage in dermatology expertise, diagnosing skin conditions in a timely…

计算机视觉与模式识别 · 计算机科学 2020-07-15 Junyan Wu , Hao Jiang , Xiaowei Ding , Anudeep Konda , Jin Han , Yang Zhang , Qian Li

Medical imaging spans diverse tasks and modalities which play a pivotal role in disease diagnosis, treatment planning, and monitoring. This study presents a novel exploration, being the first to systematically evaluate segmentation,…

图像与视频处理 · 电气工程与系统科学 2025-02-27 Anyimadu Daniel Tweneboah , Suleiman Taofik Ahmed , Hossain Mohammad Imran

Skin cancer is one of the most prevalent and deadly forms of cancer worldwide, highlighting the critical importance of early detection and diagnosis in improving patient outcomes. Deep learning (DL) has shown significant promise in…

计算机视觉与模式识别 · 计算机科学 2026-01-19 Runhao Liu , Ziming Chen , Guangzhen Yao , Peng Zhang

Lung disease is common throughout the world. These include chronic obstructive pulmonary disease, pneumonia, asthma, tuberculosis, fibrosis, etc. Timely diagnosis of lung disease is essential. Many image processing and machine learning…

图像与视频处理 · 电气工程与系统科学 2021-01-13 Subrato Bharati , Prajoy Podder , M. Rubaiyat Hossain Mondal

Medical image classification and segmentation based on deep learning (DL) are emergency research topics for diagnosing variant viruses of the current COVID-19 situation. In COVID-19 computed tomography (CT) images of the lungs, ground glass…

图像与视频处理 · 电气工程与系统科学 2022-08-08 Shiyi Wang , Guang Yang

Federated learning has emerged as a privacy-preserving and efficient approach for deploying intelligent agricultural solutions. Accurate edge-based diagnosis across geographically dispersed farms is crucial for recognising tomato diseases…

The recent 'Mpox' outbreak, formerly known as 'Monkeypox', has become a significant public health concern and has spread to over 110 countries globally. The challenge of clinically diagnosing mpox early on is due, in part, to its similarity…

计算机视觉与模式识别 · 计算机科学 2023-06-27 Shams Nafisa Ali , Md. Tazuddin Ahmed , Tasnim Jahan , Joydip Paul , S. M. Sakeef Sani , Nawsabah Noor , Anzirun Nahar Asma , Taufiq Hasan

Various deep learning-based systems have been proposed for accurate and convenient plant disease diagnosis, achieving impressive performance. However, recent studies show that these systems often fail to maintain diagnostic accuracy on…

计算机视觉与模式识别 · 计算机科学 2025-10-16 Takafumi Nogami , Satoshi Kagiwada , Hitoshi Iyatomi

Recent studies on plant disease diagnosis using machine learning (ML) have highlighted concerns about the overestimated diagnostic performance due to inappropriate data partitioning, where training and test datasets are derived from the…

计算机视觉与模式识别 · 计算机科学 2025-01-03 Yuji Arima , Satoshi Kagiwada , Hitoshi Iyatomi

Automatic clinical diagnosis of retinal diseases has emerged as a promising approach to facilitate discovery in areas with limited access to specialists. We propose a novel visual-assisted diagnosis hybrid model based on the support vector…

计算机视觉与模式识别 · 计算机科学 2018-07-05 C. -H. Huck Yang , Jia-Hong Huang , Fangyu Liu , Fang-Yi Chiu , Mengya Gao , Weifeng Lyu , I-Hung Lin M. D. , Jesper Tegner

Disease detection in sugarcane, particularly the identification of asymptomatic infectious diseases such as Ratoon Stunting Disease (RSD), is critical for effective crop management. This study employed various machine learning techniques to…

机器学习 · 计算机科学 2025-12-05 Ethan Kane Waters , Carla Chia-ming Chen , Mostafa Rahimi Azghadi

Recognition and analysis of Diabetic Foot Ulcers (DFU) using computerized methods is an emerging research area with the evolution of image-based machine learning algorithms. Existing research using visual computerized methods mainly focuses…

图像与视频处理 · 电气工程与系统科学 2020-02-11 Manu Goyal , Neil Reeves , Satyan Rajbhandari , Naseer Ahmad , Chuan Wang , Moi Hoon Yap

Accurate prediction of placental diseases via whole slide images (WSIs) is critical for preventing severe maternal and fetal complications. However, WSI analysis presents significant computational challenges due to the massive data volume.…

计算机视觉与模式识别 · 计算机科学 2025-08-06 Hang Guo , Qing Zhang , Zixuan Gao , Siyuan Yang , Shulin Peng , Xiang Tao , Ting Yu , Yan Wang , Qingli Li

This paper proposes a Federated Learning Code Smell Detection (FedCSD) approach that allows organizations to collaboratively train federated ML models while preserving their data privacy. These assertions have been supported by three…

Cardiovascular diseases (CVD) are a predominant health concern globally, emphasizing the need for advanced diagnostic techniques. In our research, we present an avant-garde methodology that synergistically integrates ECG readings and…

Foundation models and vision-language pre-training have significantly advanced Vision-Language Models (VLMs), enabling multimodal processing of visual and linguistic data. However, their application in domain-specific agricultural tasks,…

计算机视觉与模式识别 · 计算机科学 2026-02-23 Khang Nguyen Quoc , Phuong D. Dao , Luyl-Da Quach

Accurate body dimension and weight measurements are critical for optimizing poultry management, health assessment, and economic efficiency. This study introduces an innovative deep learning-based model leveraging multimodal data-2D RGB…

计算机视觉与模式识别 · 计算机科学 2025-05-12 Wenbo Xiao , Qiannan Han , Gang Shu , Guiping Liang , Hongyan Zhang , Song Wang , Zhihao Xu , Weican Wan , Chuang Li , Guitao Jiang , Yi Xiao