Transferring Knowledge for Food Image Segmentation using Transformers and Convolutions

Autor: Sinha, Grant, Parmar, Krish, Azimi, Hilda, Tai, Amy, Chen, Yuhao, Wong, Alexander, Xi, Pengcheng

Publikováno v: CVPR 2023 Computer Vision in the Wild workshop

Food image segmentation is an important task that has ubiquitous applications, such as estimating the nutritional value of a plate of food. Although machine learning models have been used for segmentation in this domain, food images pose several chal

Externí odkaz: http://arxiv.org/abs/2306.09203

BPF for storage: an exokernel-inspired approach

Autor: Wu, Yu Jian, Wang, Hongyi, Zhong, Yuhong, Cidon, Asaf, Stutsman, Ryan, Tai, Amy, Yang, Junfeng

The overhead of the kernel storage path accounts for half of the access latency for new NVMe storage devices. We explore using BPF to reduce this overhead, by injecting user-defined functions deep in the kernel's I/O processing stack. When issuing a

Externí odkaz: http://arxiv.org/abs/2102.12922

Live Recovery of Bit Corruptions in Datacenter Storage Systems

Autor: Tai, Amy, Kryczka, Andrew, Kanaujia, Shobhit, Petersen, Chris, Antonov, Mikhail, Waliji, Muhammad, Jamieson, Kyle, Freedman, Michael J., Cidon, Asaf

Due to its high performance and decreasing cost per bit, flash is becoming the main storage medium in datacenters for hot data. However, flash endurance is a perpetual problem, and due to technology trends, subsequent generations of flash devices exh

Externí odkaz: http://arxiv.org/abs/1805.02790

Architecture and Development Framework for a Web-Based Risk Assessment and Management Platform Developed on WordPress to Address Opioid Overdose.

Autor: Kazemi A; Institute of Mental Health, Department of Psychiatry, University of British Columbia, Vancouver, BC, Canada., Boyd M; Institute of Mental Health, Department of Psychiatry, University of British Columbia, Vancouver, BC, Canada., Choi F; Institute of Mental Health, Department of Psychiatry, University of British Columbia, Vancouver, BC, Canada., Tai AMY; Institute of Mental Health, Department of Psychiatry, University of British Columbia, Vancouver, BC, Canada., Tsang VW; Institute of Mental Health, Department of Psychiatry, University of British Columbia, Vancouver, BC, Canada., To T; Institute of Mental Health, Department of Psychiatry, University of British Columbia, Vancouver, BC, Canada., Kim J; Institute of Mental Health, Department of Psychiatry, University of British Columbia, Vancouver, BC, Canada., Jang K; Institute of Mental Health, Department of Psychiatry, University of British Columbia, Vancouver, BC, Canada., Shams F; Institute of Mental Health, Department of Psychiatry, University of British Columbia, Vancouver, BC, Canada., Schreiter S; Department of Psychiatry and Neurosciences, Charité Campus Mitte, Institution: Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany., Cabanis M; Hospital for Addiction and Addictive Behavior, Center of Mental Health, Klinikum Stuttgart, Esttutgarth, Germany., Krausz RM; Institute of Mental Health, Department of Psychiatry, University of British Columbia, Vancouver, BC, Canada.

Publikováno v: JMIR formative research [JMIR Form Res] 2024 Mar 11; Vol. 8, pp. e49759. Date of Electronic Publication: 2024 Mar 11.

A Call for an Evidence-Based Strategy Against the Overdose Crisis.

Autor: Krausz RM; Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada., Westenberg JN; Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada.; Clinic for Addiction Medicine, University Psychiatric Clinics Basel, Basel, Switzerland.; School of Medicine, University College Cork, Cork, Ireland., Tai AMY; Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada., Fadakar H; Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada.; Faculty of Medicine, The University of Queensland, Herston, Australia., Seethapathy V; Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada.; Complex Pain and Addiction Services, Vancouver general Hospital, Vancouver, BC, Canada.; BC Mental Health and Substance Use Services, Provincial Health Services Authority, Vancouver, BC, Canada., Mathew N; Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada.; Complex Pain and Addiction Services, Vancouver general Hospital, Vancouver, BC, Canada.; BC Mental Health and Substance Use Services, Provincial Health Services Authority, Vancouver, BC, Canada., Azar P; Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada.; Complex Pain and Addiction Services, Vancouver general Hospital, Vancouver, BC, Canada., Phillips A; Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada., Schütz CG; Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada.; BC Mental Health and Substance Use Services, Provincial Health Services Authority, Vancouver, BC, Canada., Choi F; Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada., Vogel M; Clinic for Addiction Medicine, University Psychiatric Clinics Basel, Basel, Switzerland., Cabanis M; Centre for Mental Health, Klinikum Stuttgart, Stuttgart, Germany., Meyer M; Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada.; Clinic for Addiction Medicine, University Psychiatric Clinics Basel, Basel, Switzerland., Jang K; Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada., Ignaszewski M; Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada.; Complex Pain and Addiction Services, Vancouver general Hospital, Vancouver, BC, Canada.; BC Children's hospital, Children's and Adolescent Psychiatry, Vancouver, BC, Canada.

Publikováno v: Canadian journal of psychiatry. Revue canadienne de psychiatrie [Can J Psychiatry] 2024 Jan; Vol. 69 (1), pp. 5-9. Date of Electronic Publication: 2023 Jul 12.