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Skin cancer is a serious worldwide health issue, precise and early detection is essential for better patient outcomes and effective treatment. In this research, we use modern deep learning methods and explainable artificial intelligence…

图像与视频处理 · 电气工程与系统科学 2023-12-19 Faysal Mahmud , Md. Mahin Mahfiz , Md. Zobayer Ibna Kabir , Yusha Abdullah

In this study, we present an interpretable deep learning framework for the early detection of breast cancer using quantitative features extracted from digitized fine needle aspirate (FNA) images of breast masses. Our deep neural network,…

计算机视觉与模式识别 · 计算机科学 2025-10-28 Bishal Chhetri , B. V. Rathish Kumar

This research presents an innovative approach to cancer diagnosis and prediction using explainable Artificial Intelligence (XAI) and deep learning techniques. With cancer causing nearly 10 million deaths globally in 2020, early and accurate…

人工智能 · 计算机科学 2024-12-24 Badaru I. Olumuyiwa , The Anh Han , Zia U. Shamszaman

Skin cancer is also one of the most common and dangerous types of cancer in the world that requires timely and precise diagnosis. In this paper, a deep-learning architecture of the multi-class skin lesion classification on the HAM10000…

计算机视觉与模式识别 · 计算机科学 2026-01-06 Md. Maksudul Haque , Rahnuma Akter , A S M Ahsanul Sarkar Akib , Abdul Hasib

The Deep learning (DL) models for diagnosing breast cancer from mammographic images often operate as "black boxes", making it difficult for healthcare professionals to trust and understand their decision-making processes. The study presents…

计算机视觉与模式识别 · 计算机科学 2024-04-30 Maryam Ahmed , Tooba Bibi , Rizwan Ahmed Khan , Sidra Nasir

Relatively abundant availability of medical imaging data has provided significant support in the development and testing of Neural Network based image processing methods. Clinicians often face issues in selecting suitable image processing…

图像与视频处理 · 电气工程与系统科学 2021-09-10 Mayank Goswami

Breast cancer (BC) stands as one of the most common malignancies affecting women worldwide, necessitating advancements in diagnostic methodologies for better clinical outcomes. This article provides a comprehensive exploration of the…

人工智能 · 计算机科学 2025-12-11 Samita Bai , Sidra Nasir , Rizwan Ahmed Khan , Alexandre Meyer , Hubert Konik

Deep learning models show significant potential for advancing AI-assisted medical diagnostics, particularly in detecting lung cancer through medical image modalities such as chest X-rays. However, the black-box nature of these models poses…

机器学习 · 计算机科学 2025-03-31 Amy Rafferty , Rishi Ramaesh , Ajitha Rajan

Ovarian cancer remains a challenging malignancy to diagnose and manage, with prognosis heavily dependent on the stage at detection. Accurate grading and staging, primarily based on histopathological examination of biopsy tissue samples, are…

医学物理 · 物理学 2025-05-16 Ashmit K Mishra , Mousa Alrubayan , Prabhakar Pradhan

Cancerous skin lesions are one of the most common malignancies detected in humans, and if not detected at an early stage, they can lead to death. Therefore, it is crucial to have access to accurate results early on to optimize the chances…

图像与视频处理 · 电气工程与系统科学 2023-05-19 Daniel Alonso Villanueva Nunez , Yongmin Li

Background and objectives: By extracting this information, Machine or Deep Learning (ML/DL)-based autonomous data analysis tools can assist clinicians and cancer researchers in discovering patterns and relationships from complex data sets.…

机器学习 · 计算机科学 2023-11-21 Muta Tah Hira , Mohammad A. Razzaque , Mosharraf Sarker

Melanoma is one of the most aggressive and deadliest skin cancers, leading to mortality if not detected and treated in the early stages. Artificial intelligence techniques have recently been developed to help dermatologists in the early…

机器学习 · 计算机科学 2026-02-19 Wadduwage Shanika Perera , ABM Islam , Van Vung Pham , Min Kyung An

The current study investigated the use of Explainable Artificial Intelligence (XAI) to improve the accuracy of brain tumor segmentation in MRI images, with the goal of assisting physicians in clinical decision-making. The study focused on…

计算机视觉与模式识别 · 计算机科学 2025-10-10 Ming Jie Ong , Sze Yinn Ung , Sim Kuan Goh , Jimmy Y. Zhong

Breast cancer is one of the deadliest cancers causing about massive number of patients to die annually all over the world according to the WHO. It is a kind of cancer that develops when the tissues of the breast grow rapidly and unboundly.…

计算机视觉与模式识别 · 计算机科学 2025-01-22 Mst. Mumtahina Labonno , D. M. Asadujjaman , Md. Mahfujur Rahman , Abdullah Tamim , Mst. Jannatul Ferdous , Rafi Muttaki Mahi

This study explores the integration of multiple Explainable AI (XAI) techniques to enhance the interpretability of deep learning models for brain tumour detection. A custom Convolutional Neural Network (CNN) was developed and trained on the…

人工智能 · 计算机科学 2026-02-06 Patrick McGonagle , William Farrelly , Kevin Curran

The use of deep learning in computer vision tasks such as image classification has led to a rapid increase in the performance of such systems. Due to this substantial increment in the utility of these systems, the use of artificial…

图像与视频处理 · 电气工程与系统科学 2023-04-05 Vinay Jogani , Joy Purohit , Ishaan Shivhare , Seema C Shrawne

Melanoma, a malignant form of skin cancer is very threatening to life. Diagnosis of melanoma at an earlier stage is highly needed as it has a very high cure rate. Benign and malignant forms of skin cancer can be detected by analyzing the…

计算机视觉与模式识别 · 计算机科学 2017-03-14 P. Mirunalini , Aravindan Chandrabose , Vignesh Gokul , S. M. Jaisakthi

A novel deep learning architecture (XmasNet) based on convolutional neural networks was developed for the classification of prostate cancer lesions, using the 3D multiparametric MRI data provided by the PROSTATEx challenge. End-to-end…

计算机视觉与模式识别 · 计算机科学 2017-03-14 Saifeng Liu , Huaixiu Zheng , Yesu Feng , Wei Li

Skin cancer detection is challenging since different types of skin lesions share high similarities. This paper proposes a computer-based deep learning approach that will accurately identify different kinds of skin lesions. Deep learning…

计算机视觉与模式识别 · 计算机科学 2023-03-15 Mst Shapna Akter , Hossain Shahriar , Sweta Sneha , Alfredo Cuzzocrea

With the advances in artificial intelligence (AI), data-driven algorithms are becoming increasingly popular in the medical domain. However, due to the nonlinear and complex behavior of many of these algorithms, decision-making by such…

定量方法 · 定量生物学 2024-07-18 Amirehsan Ghasemi , Soheil Hashtarkhani , David L Schwartz , Arash Shaban-Nejad
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