Zobrazeno 1 - 6
of 6
pro vyhledávání: '"Denouden, Taylor"'
Autor:
Vernekar, Sachin, Gaurav, Ashish, Abdelzad, Vahdat, Denouden, Taylor, Salay, Rick, Czarnecki, Krzysztof
By design, discriminatively trained neural network classifiers produce reliable predictions only for in-distribution samples. For their real-world deployments, detecting out-of-distribution (OOD) samples is essential. Assuming OOD to be outside the c
Externí odkaz:
http://arxiv.org/abs/1910.04241
Autor:
Donahue, Christopher P., Menounos, Brian, Viner, Nick, Skiles, S. McKenzie, Beffort, Steven, Denouden, Taylor, Arriola, Santiago Gonzalez, White, Robert, Heathfield, Derek
Publikováno v:
In Remote Sensing of Environment 15 December 2023 299
Autor:
Vernekar, Sachin, Gaurav, Ashish, Denouden, Taylor, Phan, Buu, Abdelzad, Vahdat, Salay, Rick, Czarnecki, Krzysztof
Discriminatively trained neural classifiers can be trusted, only when the input data comes from the training distribution (in-distribution). Therefore, detecting out-of-distribution (OOD) samples is very important to avoid classification errors. In t
Externí odkaz:
http://arxiv.org/abs/1904.12220
Autor:
Denouden, Taylor, Salay, Rick, Czarnecki, Krzysztof, Abdelzad, Vahdat, Phan, Buu, Vernekar, Sachin
There is an increasingly apparent need for validating the classifications made by deep learning systems in safety-critical applications like autonomous vehicle systems. A number of recent papers have proposed methods for detecting anomalous image dat
Externí odkaz:
http://arxiv.org/abs/1812.02765
Autor:
Phan, Buu, Salay, Rick, Czarnecki, Krzysztof, Abdelzad, Vahdat, Denouden, Taylor, Vernekar, Sachin
In many safety-critical applications such as autonomous driving and surgical robots, it is desirable to obtain prediction uncertainties from object detection modules to help support safe decision-making. Specifically, such modules need to estimate th
Externí odkaz:
http://arxiv.org/abs/1811.11210
Autor:
Nelson TA; Spatial Pattern Analysis and Research (SPAR) Laboratory, Department of Geography, University of Victoria , Victoria, BC , Canada., Denouden T; Spatial Pattern Analysis and Research (SPAR) Laboratory, Department of Geography, University of Victoria , Victoria, BC , Canada., Jestico B; Spatial Pattern Analysis and Research (SPAR) Laboratory, Department of Geography, University of Victoria , Victoria, BC , Canada., Laberee K; Spatial Pattern Analysis and Research (SPAR) Laboratory, Department of Geography, University of Victoria , Victoria, BC , Canada., Winters M; Faculty of Health Sciences, Center for Hip Health and Mobility, Vancouver Coastal Health Research Institute, Simon Fraser University , Vancouver, BC , Canada.
Publikováno v:
Frontiers in public health [Front Public Health] 2015 Mar 30; Vol. 3, pp. 53. Date of Electronic Publication: 2015 Mar 30 (Print Publication: 2015).