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相关论文: Skin disease diagnosis with deep learning: a revie…

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Deep learning techniques have shown their superior performance in dermatologist clinical inspection. Nevertheless, melanoma diagnosis is still a challenging task due to the difficulty of incorporating the useful dermatologist clinical…

图像与视频处理 · 电气工程与系统科学 2021-12-03 Xiaohong Wang , Xudong Jiang , Henghui Ding , Yuqian Zhao , Jun Liu

Deep learning has played a major role in the interpretation of dermoscopic images for detecting skin defects and abnormalities. However, current deep learning solutions for dermatological lesion analysis are typically limited in providing…

计算机视觉与模式识别 · 计算机科学 2021-07-20 Gun-Hee Lee , Han-Bin Ko , Seong-Whan Lee

Automated skin lesion analysis is very crucial in clinical practice, as skin cancer is among the most common human malignancy. Existing approaches with deep learning have achieved remarkable performance on this challenging task, however,…

计算机视觉与模式识别 · 计算机科学 2019-09-06 Xueying Shi , Qi Dou , Cheng Xue , Jing Qin , Hao Chen , Pheng-Ann Heng

In this paper, the effectiveness and capability of convolutional neural networks have been studied in the classification of 8 skin diseases. Different pre-trained state-of-the-art architectures (DenseNet 201, ResNet 152, Inception v3,…

计算机视觉与模式识别 · 计算机科学 2018-10-25 Amirreza Rezvantalab , Habib Safigholi , Somayeh Karimijeshni

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

Skin lesions are classified in benign or malignant. Among the malignant, melanoma is a very aggressive cancer and the major cause of deaths. So, early diagnosis of skin cancer is very desired. In the last few years, there is a growing…

Glaucoma is a major eye disease, leading to vision loss in the absence of proper medical treatment. Current diagnosis of glaucoma is performed by ophthalmologists who are often analyzing several types of medical images generated by…

计算机视觉与模式识别 · 计算机科学 2019-04-05 Mijung Kim , Olivier Janssens , Ho-min Park , Jasper Zuallaert , Sofie Van Hoecke , Wesley De Neve

There has been a concurrent significant improvement in the medical images used to facilitate diagnosis and the performance of machine learning techniques to perform tasks such as classification, detection, and segmentation in recent years.…

计算机视觉与模式识别 · 计算机科学 2022-12-22 Vinay Jogani , Joy Purohit , Ishaan Shivhare , Samina Attari , Shraddha Surtkar

In the realm of dermatology, the complexity of diagnosing skin conditions manually necessitates the expertise of dermatologists. Accurate identification of various skin ailments, ranging from cancer to inflammatory diseases, is paramount.…

计算机视觉与模式识别 · 计算机科学 2024-09-04 Sajib Acharjee Dip , Kazi Hasan Ibn Arif , Uddip Acharjee Shuvo , Ishtiaque Ahmed Khan , Na Meng

The advances in technology have enabled people to access internet from every part of the world. But to date, access to healthcare in remote areas is sparse. This proposed solution aims to bridge the gap between specialist doctors and…

计算机视觉与模式识别 · 计算机科学 2024-09-05 Brij Rokad , Sureshkumar Nagarajan

Skin cancer is one of the most common and deadliest types of cancer. Early diagnosis of skin cancer at a benign stage is critical to reducing cancer mortality. To detect skin cancer at an earlier stage an automated system is compulsory that…

计算机视觉与模式识别 · 计算机科学 2024-06-21 Md Sirajul Islam , Sanjeev Panta

The Computer-aided Diagnosis or Detection (CAD) approach for skin lesion analysis is an emerging field of research that has the potential to alleviate the burden and cost of skin cancer screening. Researchers have recently indicated…

图像与视频处理 · 电气工程与系统科学 2023-02-03 Md. Kamrul Hasan , Md. Asif Ahamad , Choon Hwai Yap , Guang Yang

The surge in developing deep learning models for diagnosing skin lesions through image analysis is notable, yet their clinical black faces challenges. Current dermatology AI models have limitations: limited number of possible diagnostic…

We suggest that deep learning can be used for pre-screening cancer by analyzing demographic and anthropometric information of patients, as well as biological markers obtained from routine blood samples and relative risks obtained from…

机器学习 · 统计学 2023-02-07 Rolando Gonzales Martinez , Daan-Max van Dongen

Histopathology images; microscopy images of stained tissue biopsies contain fundamental prognostic information that forms the foundation of pathological analysis and diagnostic medicine. However, diagnostics from histopathology images…

计算机视觉与模式识别 · 计算机科学 2019-10-30 Aïcha BenTaieb , Ghassan Hamarneh

Brain tumor segmentation is one of the most challenging problems in medical image analysis. The goal of brain tumor segmentation is to generate accurate delineation of brain tumor regions. In recent years, deep learning methods have shown…

图像与视频处理 · 电气工程与系统科学 2021-11-18 Zhihua Liu , Lei Tong , Zheheng Jiang , Long Chen , Feixiang Zhou , Qianni Zhang , Xiangrong Zhang , Yaochu Jin , Huiyu Zhou

Deep learning methods have proven to outperform traditional computer vision methods in various areas of image processing. However, the application of deep learning in industrial surface defect detection systems is challenging due to the…

计算机视觉与模式识别 · 计算机科学 2021-09-24 Dominik Martin , Simon Heinzel , Johannes Kunze von Bischhoffshausen , Niklas Kühl

Deep learning is a branch of artificial intelligence where networks of simple interconnected units are used to extract patterns from data in order to solve complex problems. Deep learning algorithms have shown groundbreaking performance in…

计算机视觉与模式识别 · 计算机科学 2018-02-27 Maciej A. Mazurowski , Mateusz Buda , Ashirbani Saha , Mustafa R. Bashir

To provide the reader with a historical perspective on cancer classification approaches, we first discuss the fundamentals of the area of cancer diagnosis in this article, including the processes of cancer diagnosis and the standard…

图像与视频处理 · 电气工程与系统科学 2023-08-08 Farzane Tajidini

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