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Privacy-preserving machine learning (ML) seeks to balance data utility and privacy, especially as regulations like the GDPR mandate the anonymization of personal data for ML applications. Conventional anonymization approaches often reduce…

密码学与安全 · 计算机科学 2025-07-08 Sri Harsha Gajavalli

Video Captioning is considered to be one of the most challenging problems in the field of computer vision. Video Captioning involves the combination of different deep learning models to perform object detection, action detection, and…

计算机视觉与模式识别 · 计算机科学 2021-04-08 Soheyla Amirian , Abolfazl Farahani , Hamid R. Arabnia , Khaled Rasheed , Thiab R. Taha

While automatic monitoring and coaching of exercises are showing encouraging results in non-medical applications, they still have limitations such as errors and limited use contexts. To allow the development and assessment of physical…

机器学习 · 计算机科学 2025-01-14 Sao Mai Nguyen , Maxime Devanne , Olivier Remy-Neris , Mathieu Lempereur , André Thepaut

For many movement disorders, such as Parkinson's disease and ataxia, disease progression is visually assessed by a clinician using a numerical disease rating scale. These tests are subjective, time-consuming, and must be administered by a…

计算机视觉与模式识别 · 计算机科学 2017-09-08 Ronnachai Jaroensri , Amy Zhao , Guha Balakrishnan , Derek Lo , Jeremy Schmahmann , John Guttag , Fredo Durand

The absence or abnormality of fidgety movements of joints or limbs is strongly indicative of cerebral palsy in infants. Developing computer-based methods for assessing infant movements in videos is pivotal for improved cerebral palsy…

计算机视觉与模式识别 · 计算机科学 2021-05-21 Binh Nguyen-Thai , Vuong Le , Catherine Morgan , Nadia Badawi , Truyen Tran , Svetha Venkatesh

Recent advances in large-scale video models have significantly improved video understanding across domains such as surveillance, healthcare, and entertainment. However, these models also amplify privacy risks by encoding sensitive…

计算机视觉与模式识别 · 计算机科学 2026-03-30 Nazia Aslam , Abhisek Ray , Joakim Bruslund Haurum , Lukas Esterle , Kamal Nasrollahi

We target passive dementia screening from short camera-facing talking head video, developing a facial temporal micro dynamics analysis for language free detection of early neuro cognitive change. This enables unscripted, in the wild video…

计算机视觉与模式识别 · 计算机科学 2025-11-27 Filippo Cenacchi , Longbing Cao , Mitchell McEwan , Deborah Richards

Mining health data can lead to faster medical decisions, improvement in the quality of treatment, disease prevention, reduced cost, and it drives innovative solutions within the healthcare sector. However, health data is highly sensitive…

密码学与安全 · 计算机科学 2022-04-28 Iyiola E. Olatunji , Jens Rauch , Matthias Katzensteiner , Megha Khosla

AI-based face recognition, i.e., the re-identification of individuals within images, is an already well established technology for video surveillance, for user authentication, for tagging photos of friends, etc. This paper demonstrates that…

密码学与安全 · 计算机科学 2022-01-26 Stefan Vamosi , Michael Platzer , Thomas Reutterer

The digitization of medical records ushered in a new era of big data to clinical science, and with it the possibility that data could be shared, to multiply insights beyond what investigators could abstract from paper records. The need to…

机器学习 · 计算机科学 2021-06-03 Ofer Mendelevitch , Michael D. Lesh

In order to contain the COVID-19 pandemic, countries around the world have introduced social distancing guidelines as public health interventions to reduce the spread of the disease. However, monitoring the efficacy of these guidelines at a…

The increase in the availability of online videos has transformed the way we access information and knowledge. A growing number of individuals now prefer instructional videos as they offer a series of step-by-step procedures to accomplish…

计算与语言 · 计算机科学 2023-09-22 Deepak Gupta , Kush Attal , Dina Demner-Fushman

Multimodal Sentiment Analysis (MSA) aims to identify speakers' sentiment tendencies in multimodal video content, raising serious concerns about privacy risks associated with multimodal data, such as voiceprints and facial images. Recent…

多媒体 · 计算机科学 2024-04-19 Zhuojia Wu , Qi Zhang , Duoqian Miao , Kun Yi , Wei Fan , Liang Hu

The use of gait for person identification has important advantages such as being non-invasive, unobtrusive, not requiring cooperation and being less likely to be obscured compared to other biometrics. Existing methods for gait recognition…

计算机视觉与模式识别 · 计算机科学 2021-12-20 Adrian Cosma , Emilian Radoi

Eye-in-hand cameras have shown promise in enabling greater sample efficiency and generalization in vision-based robotic manipulation. However, for robotic imitation, it is still expensive to have a human teleoperator collect large amounts…

机器人学 · 计算机科学 2023-07-13 Moo Jin Kim , Jiajun Wu , Chelsea Finn

Wearable cameras allow to acquire images and videos from the user's perspective. These data can be processed to understand humans behavior. Despite human behavior analysis has been thoroughly investigated in third person vision, it is still…

计算机视觉与模式识别 · 计算机科学 2023-07-06 Francesco Ragusa , Antonino Furnari , Giovanni Maria Farinella

Action recognition is a fundamental ability for social species. Yet, its underlying computations are not well understood. Classical psychophysical studies using simplified stimuli have shown that humans can perceive body motion even under…

计算机视觉与模式识别 · 计算机科学 2026-04-21 Prerana Kumar , Martin A. Giese

There is an increasing concern in computer vision devices invading users' privacy by recording unwanted videos. On the one hand, we want the camera systems to recognize important events and assist human daily lives by understanding its…

计算机视觉与模式识别 · 计算机科学 2018-07-30 Zhongzheng Ren , Yong Jae Lee , Michael S. Ryoo

Privacy preservation is a prerequisite for using video data in Operating Room (OR) research. Effective anonymization relies on the exhaustive localization of every individual; even a single missed detection necessitates extensive manual…

计算机视觉与模式识别 · 计算机科学 2026-02-10 Keqi Chen , Vinkle Srivastav , Armine Vardazaryan , Cindy Rolland , Didier Mutter , Nicolas Padoy

Webcam eye tracking for the collection of gaze data in the context of user studies is convenient - it can be used in remote tests where participants do not need special hardware. The approach has strong limitations, especially regarding the…

人机交互 · 计算机科学 2022-08-01 Sezen Lim , Tina Walber , Christoph Schaefer , Lena Riehl