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Social media has become an important source for understanding mental health, providing researchers with a way to detect conditions like depression from user-generated posts. This tutorial provides practical guidance to address common…

计算与语言 · 计算机科学 2025-08-06 Yeyubei Zhang , Zhongyan Wang , Zhanyi Ding , Yexin Tian , Jianglai Dai , Xiaorui Shen , Yunchong Liu , Yuchen Cao

In a world where new domains are constantly discovered and machine learning (ML) is applied to automate new tasks every day, challenges arise with the number of samples available to train ML models. While the traditional ML training relies…

机器学习 · 计算机科学 2025-04-08 Andrea Gajic , Sudip Vhaduri

With the rise and ever-increasing potential of deep learning techniques in recent years, publicly available medical datasets became a key factor to enable reproducible development of diagnostic algorithms in the medical domain. Medical data…

计算机视觉与模式识别 · 计算机科学 2022-09-05 Kai Packhäuser , Sebastian Gündel , Nicolas Münster , Christopher Syben , Vincent Christlein , Andreas Maier

The Coronavirus Disease 2019 (COVID-19) pandemic has increased the public health burden and brought profound disaster to humans. For the particularity of the COVID-19 medical images with blurred boundaries, low contrast and different…

图像与视频处理 · 电气工程与系统科学 2023-07-21 Xiaoyu Pan , Huazheng Zhu , Jinglong Du , Guangtao Hu , Baoru Han , Yuanyuan Jia

The development of effective treatments for Cerebral Palsy (CP) can begin with the early identification of affected children while they are still in the early stages of the disorder. Pathological issues in the brain can be better diagnosed…

计算机视觉与模式识别 · 计算机科学 2026-03-10 Karan Kumar Singh , Nikita Gajbhiye , Gouri Sankar Mishra

Lung disease is a common health problem in many parts of the world. It is a significant risk to people health and quality of life all across the globe since it is responsible for five of the top thirty leading causes of death. Among them…

图像与视频处理 · 电气工程与系统科学 2024-05-07 Pangoth Santhosh Kumar , Kundrapu Supriya , Mallikharjuna Rao K , Taraka Satya Krishna Teja Malisetti

The COVID-19 pandemic has magnified an already existing trend of people looking for healthcare solutions online. One class of solutions are symptom checkers, which have become very popular in the context of COVID-19. Traditional symptom…

人工智能 · 计算机科学 2020-12-02 Anitha Kannan , Richard Chen , Vignesh Venkataraman , Geoffrey J. Tso , Xavier Amatriain

A health crisis is raging all over the world with the rapid transmission of the novel-coronavirus disease (Covid-19). Out of the guidelines issued by the World Health Organisation (WHO) to protect us against Covid-19, wearing a facemask is…

计算机视觉与模式识别 · 计算机科学 2024-09-04 Gautam Siddharth Kashyap , Jatin Sohlot , Ayesha Siddiqui , Ramsha Siddiqui , Karan Malik , Samar Wazir , Alexander E. I. Brownlee

The current COVID-19 pandemic is a serious threat to humanity that directly affects the lungs. Automatic identification of COVID-19 is a challenge for health care officials. The standard gold method for diagnosing COVID-19 is Reverse…

图像与视频处理 · 电气工程与系统科学 2022-08-09 Briskline Kiruba S , Petchiammal A , D. Murugan

Patients with the COVID-19 infection may have pneumonia-like symptoms as well as respiratory problems which may harm the lungs. From medical images, coronavirus illness may be accurately identified and predicted using a variety of machine…

计算机视觉与模式识别 · 计算机科学 2023-02-20 Tareque Rahman Ornob , Gourab Roy , Enamul Hassan

The world is going through a challenging phase due to the disastrous effect caused by the COVID-19 pandemic on the healthcare system and the economy. The rate of spreading, post-COVID-19 symptoms, and the occurrence of new strands of…

图像与视频处理 · 电气工程与系统科学 2021-08-20 S J Pawan , Rahul Sankar , Amithash M Prabhudev , P A Mahesh , K Prakashini , Sudha Kiran Das , Jeny Rajan

COVID-19 spread across the globe at an immense rate has left healthcare systems incapacitated to diagnose and test patients at the needed rate. Studies have shown promising results for detection of COVID-19 from viral bacterial pneumonia in…

图像与视频处理 · 电气工程与系统科学 2020-10-14 Saman Motamed , Patrik Rogalla , Farzad Khalvati

COVID-19 has adversely affected humans and societies in different aspects. Numerous people have perished due to inaccurate COVID-19 identification and, consequently, a lack of appropriate medical treatment. Numerous solutions based on…

图像与视频处理 · 电气工程与系统科学 2023-09-06 AmirReza BabaAhmadi , Sahar Khalafi , Masoud ShariatPanahi , Moosa Ayati

Medical imaging is an essential tool for diagnosing various healthcare diseases and conditions. However, analyzing medical images is a complex and time-consuming task that requires expertise and experience. This article aims to design a…

图像与视频处理 · 电气工程与系统科学 2023-05-15 Ayyub Alzahem , Shahid Latif , Wadii Boulila , Anis Koubaa

With the periodic rise and fall of COVID-19 and numerous countries being affected by its ramifications, there has been a tremendous amount of work that has been done by scientists, researchers, and doctors all over the world. Prompt…

机器学习 · 计算机科学 2021-12-17 Ismail Shahin , Ali Bou Nassif , Mohamed Bader Alsabek

Lung cancer is a major issue in worldwide public health, requiring early diagnosis using stable techniques. This work begins a thorough investigation of the use of machine learning (ML) methods for precise classification of lung cancer…

计算机视觉与模式识别 · 计算机科学 2025-01-31 Shayli Farshchiha , Salman Asoudeh , Maryam Shavali Kuhshuri , Mehrshad Eisaeid , Mohamadreza Azadie , Saba Hesaraki

Under the Autonomous Mobile Clinics (AMCs) initiative, we are developing, open sourcing, and standardizing health AI technologies to enable healthcare access in least developed countries (LDCs). We deem AMCs as the next generation of health…

图像与视频处理 · 电气工程与系统科学 2022-11-29 Tim Tianyi Yang , Tom Tianze Yang , Andrew Liu , Jie Tang , Na An , Shaoshan Liu , Xue Liu

The new type of coronavirus disease (COVID-19), which started in Wuhan, China in December 2019, continues to spread rapidly affecting the whole world. It is essential to have a highly sensitive diagnostic screening tool to detect the…

图像与视频处理 · 电气工程与系统科学 2020-12-25 Coşku Öksüz , Oğuzhan Urhan , Mehmet Kemal Güllü

The SARS-CoV2 virus has caused a lot of tribulation to the human population. Predictive modeling that can accurately determine whether a person is infected with COVID-19 is imperative. The study proposes a novel approach that utilizes deep…

图像与视频处理 · 电气工程与系统科学 2021-11-23 Jash Dalvi , Aziz Bohra

In the recent years, artificial intelligence (AI) and its leading subtypes, machine learning (ML) and deep learning (DL) and their applications are spreading very fast in various aspects such as medicine. Today the most important challenge…