Luming Li

Sep 5, 2024 | arxiv.org | Xinyu Liu |Mengke Song |Luming Li |Xu Yu

Jul 27, 2024 | nature.com | Bingquan Zhu |Chen Zhang |Luming Li |Yanan Sui

Telemedicine and video-based diagnosis have raised significant concerns regarding the protection of facial privacy. Effective de-identification methods require the preservation of diagnostic information related to normal and pathological facial movements, which play a crucial role in the diagnosis of various movement, neurological, and psychiatric disorders. In this work, we have developed FaceMotionPreserve , a deep generative model-based approach that transforms patients’ facial identities while preserving facial dynamics with a novel face dynamic similarity module to enhance facial landmark consistency. We collected test videos from patients with Parkinson’s disease recruited via telemedicine for evaluation of model performance and clinical applicability. The performance of FaceMotionPreserve was quantitatively evaluated based on neurologist diagnostic consistency, critical facial behavior fidelity, and correlation of general facial dynamics. In addition, we further validated the robustness and advancements of our model in preserving medical information with clinical examination videos from a different cohort of patients. FaceMotionPreserve is applicable to real-time integration, safeguarding facial privacy while retaining crucial medical information associated with facial movements to address concerns in telemedicine, and facilitating safer and more collaborative medical data sharing.

Aug 31, 2023 | psychiatrictimes.com | Frances Bell |Tobias Wasser |James Rachal |Layla Solimon |Luming Li |Sebastian Acevedo

Psychiatric Times is proud to be a Strategic Alliance Partner with the American Association for Psychiatric Administration and Leadership (AAPAL). We had the pleasure of sitting down with the AAPAL leaders to learn more about the organization. PT: Can you tell us a bit about the AAPAL—what it is, what it does, and when and why it was founded?