Search results for: pseudo-labels

• Vident-real: an intra-oral video dataset for multi-task learning

  Open Research Data

  embargo

  • D. Węsierski
  • A. Jezierska
  • P. Kopa Ostrowski
  • E. Lewandowska
  • E. Katsaros
  • A. Żółtowska

  We introduce Vident-real, a large dataset of 100 video sequences of intra-oral scenes from real conservative dental treatments performed at the Medical University of Gdańsk, Poland. The dataset can be used for multi-task learning methods including:

• Closer Look at the Uncertainty Estimation in Semantic Segmentation under Distributional Shift

  Publication

  • S. Cygert
  • A. Czyżewski
  • B. Wróblewski
  • R. Słowiński
  • K. Woźniak

  - Year 2021

  While recent computer vision algorithms achieve impressive performance on many benchmarks, they lack robustness - presented with an image from a different distribution, (e.g. weather or lighting conditions not considered during training), they may produce an erroneous prediction. Therefore, it is desired that such a model will be able to reliably predict its confidence measure. In this work, uncertainty estimation for the task...

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