“The impact of CentAccount on primary value drivers and the influence of selected implementation strategies”. Sponsored by Health Effects Institute, $304,164. “Air pollution and adverse pregnancy outcomes in Wuhan, China”. Sponsored by Saint Louis University College of Public Health and Social Justice, $5000, 05/2014-08/2015. “Childcare agency staff vaccination compliance program needs assessment”. Research Enhancement Program Grants The University of Texas at Arlington, $10,000, -.ġ4. “Retrospective evaluation of epidemiology and outcomes following in-hospital neonatal cardiopulmonary resuscitation”. “Targeting Sympathetic Overactivity in CKD patients: Mechanisms & Novel Therapies”. Sponsored by The Society of Health and Physical Educators (SHAPE) America, Private Funds (Other), $2,500.00, JJune 1, 2020.ġ2. (Co-I), '24-hour Movement Behavior and Mental Health among Depressed Female Students”. 'R56 - Printing and Regenerating Fractured Bone Using Antioxidant Materials”, Sponsored by The National Institute of Dental and Craniofacial Research (NIDCR), $427,584.00, SeptemAugust 31, 2020.ġ1. 'PROMIS Learning Lab: Partnership in Resilience for Medication Safety”, Sponsored by The Agency for Healthcare Research and Quality (AHRQ), $2,571,927.19, SeptemSeptember 29, 2020.ġ0. Sponsored by The National Institute of Health, $247,289,. “Daily Stress Processes and Sympathetic Reactivity in Depression”. Sponsored by The University of Texas at Arlington Interdisciplinary Research Program, $20,000,. “Investigations into the brain- heart connection in Posttraumatic Stress Disorder”. “Health Disparities in Black Females: Mechanisms of Vascular Function & the Impact of Social Determinants of Health”. Sponsored by American Institute for Cancer Research. “Personalized feedback of wearable biological sensor data to promote active living in cancer survivors”. Awarded by the Administration on Aging (HHS – ACL: 90INNU). Advancing Health Equity Among Congregate Meal Program Participants through Utilizing Appropriate Malnutrition, Frailty and Social Determinants of Health Screenings, Assessments, and Interventions. Sponsored by The National Institute of Health (5U01GM132366-03). Enhanced grant writing coaching intervention for a diverse biomedical Workforce. Sponsored by The Aether Mindtech Solutions Private Limited. BeCurie: A novel wearable device for the treatment of insomnia. Addressing sleep health disparities from within: A community-engaged study to understanding sleep and cardiometabolic disease risk among women of color (R01MD018517). The code and models are available at this https URL.1. We empirically show that the proposed direct regression method outperforms keypoint detection and grouping methods and achieves superior bottom-up pose estimation results on two benchmark datasets, COCO and CrowdPose. The resulting disentangled representations are able to attend to the keypoint regions, respectively, and thus the keypoint regression is spatially more accurate. We use a multi-branch structure for separate regression: each branch learns a representation with dedicated adaptive convolutions and regresses one keypoint. We adopt adaptive convolutions through pixel-wise spatial transformer to activate the pixels in the keypoint regions and accordingly learn representations from them. We present a simple yet effective approach, named disentangled keypoint regression (DEKR). Our motivation is that regressing keypoint positions accurately needs to learn representations that focus on the keypoint regions. We study the dense keypoint regression framework that is previously inferior to the keypoint detection and grouping framework.

View a PDF of the paper titled Bottom-Up Human Pose Estimation Via Disentangled Keypoint Regression, by Zigang Geng and 4 other authors View PDF Abstract:In this paper, we are interested in the bottom-up paradigm of estimating human poses from an image.

Jing dong wang