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Fully automatic detection of skin lesions in dermatoscopic images can facilitate early diagnosis and repression of malignant melanoma and non-melanoma skin cancer. Although convolutional neural networks are a powerful solution, they are…

计算机视觉与模式识别 · 计算机科学 2020-11-03 Anindo Saha , Prem Prasad , Abdullah Thabit

Distinguishing normal from malignant and determining the tumor type are critical components of brain tumor diagnosis. Two different kinds of dataset are investigated using state-of-the-art CNN models in this research work. One…

图像与视频处理 · 电气工程与系统科学 2022-06-07 Md. Atik Ahamed , Rabeya Tus Sadia

Melanoma is the most severe type of skin cancer due to its ability to cause metastasis. It is more common in black people, often affecting acral regions: palms, soles, and nails. Deep neural networks have shown tremendous potential for…

计算机视觉与模式识别 · 计算机科学 2026-04-21 Luana Barros , Levy Chaves , Sandra Avila

Melanoma is the deadliest form of skin cancer. Uncontrollable growth of melanocytes leads to melanoma. Melanoma has been growing wildly in the last few decades. In recent years, the detection of melanoma using image processing techniques…

机器学习 · 计算机科学 2023-01-03 Shakti Kumar , Anuj Kumar

The use of Convolutional Neural Networks (CNNs) has greatly improved the interpretation of medical images. However, conventional CNNs typically demand extensive computational resources and large training datasets. To address these…

图像与视频处理 · 电气工程与系统科学 2025-08-05 Neerav Nemchand Gala

Melanoma is a fatal skin cancer that is curable and has dramatically increasing survival rate when diagnosed at early stages. Learning-based methods hold significant promise for the detection of melanoma from dermoscopic images. However,…

图像与视频处理 · 电气工程与系统科学 2022-04-06 Saban Ozturk , Tolga Cukur

Skin cancer is a fatal manifestation of cancer. Unrepaired deoxyribo-nucleic acid (DNA) in skin cells, causes genetic defects in the skin and leads to skin cancer. To deal with lethal mortality rates coupled with skyrocketing costs of…

计算机视觉与模式识别 · 计算机科学 2022-11-22 Sanya Sinha , Nilay Gupta

Skin cancer detection still represents a major challenge in healthcare. Common detection methods can be lengthy and require human assistance which falls short in many countries. Previous research demonstrates how convolutional neural…

计算机视觉与模式识别 · 计算机科学 2024-08-27 Carolin Flosdorf , Justin Engelker , Igor Keller , Nicolas Mohr

Image processing concepts can visualize the different anatomy structure of the human body. Recent advancements in the field of deep learning have made it possible to detect the growth of cancerous tissue just by a patient's brain Magnetic…

计算机视觉与模式识别 · 计算机科学 2023-07-18 Priyansh Saxena , Akshat Maheshwari , Saumil Maheshwari

Melanoma is caused by the abnormal growth of melanocytes in human skin. Like other cancers, this life-threatening skin cancer can be treated with early diagnosis. To support a diagnosis by automatic skin lesion segmentation, several Fully…

图像与视频处理 · 电气工程与系统科学 2022-11-01 Ehsan Khodapanah Aghdam , Reza Azad , Maral Zarvani , Dorit Merhof

In the last few years, Deep Learning (DL) has been showing superior performance in different modalities of biomedical image analysis. Several DL architectures have been proposed for classification, segmentation, and detection tasks in…

计算机视觉与模式识别 · 计算机科学 2019-04-26 Md Zahangir Alom , Theus Aspiras , Tarek M. Taha , Vijayan K. Asari

Due to cellular heterogeneity, cell nuclei classification, segmentation, and detection from pathological images are challenging tasks. In the last few years, Deep Convolutional Neural Networks (DCNN) approaches have been shown…

计算机视觉与模式识别 · 计算机科学 2018-11-09 Md Zahangir Alom , Chris Yakopcic , Tarek M. Taha , Vijayan K. Asari

Skin cancer is the most common type of cancer. Specifically, melanoma is the cause of 75% of skin cancer deaths, although it is the least common skin cancer. Better detection of melanoma could have a positive impact on millions of people.…

计算机视觉与模式识别 · 计算机科学 2023-02-21 Chengdong Yao

Skin cancer can be life-threatening if not diagnosed early, a prevalent yet preventable disease. Globally, skin cancer is perceived among the finest prevailing cancers and millions of people are diagnosed each year. For the allotment of…

图像与视频处理 · 电气工程与系统科学 2026-02-23 Mohammad Tahmid Noor , B. M. Shahria Alam , Tasmiah Rahman Orpa , Shaila Afroz Anika , Mahjabin Tasnim Samiha , Fahad Ahammed

Melanoma is regarded as the most threatening among all skin cancers. There is a pressing need to build systems which can aid in the early detection of melanoma and enable timely treatment to patients. Recent methods are geared towards…

计算机视觉与模式识别 · 计算机科学 2022-10-18 Md. Shakib Khan , Kazi Nabiul Alam , Abdur Rab Dhruba , Hasib Zunair , Nabeel Mohammed

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

Early detection and segmentation of skin lesions is crucial for timely diagnosis and treatment, necessary to improve the survival rate of patients. However, manual delineation is time consuming and subject to intra- and inter-observer…

计算机视觉与模式识别 · 计算机科学 2019-02-26 Sulaiman Vesal , Shreyas Malakarjun Patil , Nishant Ravikumar , Andreas Maier

Cell-free DNA (cfDNA) analysis is a powerful, minimally invasive tool for monitoring disease progression, treatment response, and early detection. A major challenge, however, is accurately determining the tissue of origin, especially in…

基因组学 · 定量生物学 2025-06-03 Keng-Jung Lee , Dharanya Sampath , Konstantinos Mavrommatis

The aim of the systematic review was to assess recently published studies on diagnostic test accuracy of glioblastoma treatment response monitoring biomarkers in adults, developed through machine learning (ML). Articles were searched for…

Breast cancer is a relatively common cancer among gynecological cancers. Its diagnosis often relies on the pathology of cells in the lesion. The pathological diagnosis of breast cancer not only requires professionals and time, but also…

图像与视频处理 · 电气工程与系统科学 2024-04-15 MingXuan Xiao , Yufeng Li , Xu Yan , Min Gao , Weimin Wang