Essays about: "deep calibration"

Showing result 11 - 15 of 33 essays containing the words deep calibration.

  1. 11. Probabilistic Detection of Nuclei in Digital Pathology using Bayesian Deep Learning

    University essay from Uppsala universitet/Institutionen för informationsteknologi

    Author : Chuxin Zhang; [2022]
    Keywords : Uncertainty Estimation; Bayesian Deep Learning; Monte-Carlo Dropout; Digital Pathology;

    Abstract : Deep learning (DL) has demonstrated outstanding performance in a variety of applications. With the assistance of DL, healthcare seeks to reduce labor costs and increase access to high-quality medical resources. To ensure the stability and robustness of DL applications in medicine, it is essential to estimate the uncertainty. READ MORE

  3. 12. Deep Learning for Whole Slide Image Cytology : A Human-in-the-Loop Approach

    University essay from Uppsala universitet/Institutionen för informationsteknologi

    Author : Christopher Rydell; [2021]
    Keywords : machine learning; deep learning; cytology; whole slide imaging; deep neural networks; convolutional neural networks; certainty calibration; calibration metrics; active learning; deep active learning; human-in-the-loop;

    Abstract : With cancer being one of the leading causes of death globally, and with oral cancers being among the most common types of cancer, it is of interest to conduct large-scale oral cancer screening among the general population. Deep Learning can be used to make this possible despite the medical expertise required for early detection of oral cancers. READ MORE

  4. 13. Temporal Convolutional Networks in Lieu of Fuel Performance Codes : Conceptual Study Using a Cladding Oxidation Model

    University essay from Uppsala universitet/Tillämpad kärnfysik

    Author : Viktor Nerlander; [2021]
    Keywords : Machine Learning; Nuclear Power; Temporal Convolutional Network;

    Abstract : Fuel performance codes are used to demonstrate with confidencethat nuclear fuel rods will sustain normal operation and transientevents without being damaged. However, the execution time of a typ-ical fuel rod simulation ranges from tens of seconds to minutes which can be impractical in certain applications. READ MORE

  5. 14. Single image scene-depth estimation based on self-supervised deep learning : For perception in autonomous heavy duty vehicles

    University essay from Uppsala universitet/Avdelningen för visuell information och interaktion

    Author : Yegor Piven; [2021]
    Keywords : computer vision; machine learning; deep learning; depth estimation; single image depth estimation;

    Abstract : Depth information is a vital component for perception of the 3D structure of vehicle's surroundings in the autonomous scenario. Ubiquity and relatively low cost of camera equipment make image-based depth estimation very attractive compared to employment of the specialised sensors. READ MORE

  6. 15. Measurement of the snow accumulation in Antarctica with a neutrino radio detector and extension to the measurement of the index-of-refraction profile

    University essay from Uppsala universitet/Högenergifysik

    Author : Jakob Beise; [2021]
    Keywords : Askaryan; UHE neutrinos; in-ice radio detection; in-situ detector calibration; deep learning; radio neutrino detector; ARIANNA;

    Abstract : High-energy neutrino physics offers a unique way to investigate the most violent phenomena in our universe. The detection of energies above E > 1017 eV is most efficient using the Askaryan effect, where a neutrino-induced particle shower produces coherent radio emission that is detectable with radio antennas. READ MORE