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@Probabilistic-Surgical-Vision

Probabilistic Surgical Vision

MSc AI Master's Project for developing a probabilistic model for 3D reconstruction in surgical scenes.

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  1. model-evaluation model-evaluation Public

    A package for evaluating depth-uncertainty estimation models on the Hamlyn and SCARED Datasets.

    Jupyter Notebook 1

  2. raft-stereo-m1 raft-stereo-m1 Public archive

    Forked from princeton-vl/RAFT-Stereo

    A version of the RAFT-Stereo modified to run on the Apple M1 GPU.

    Python

  3. tukra-model tukra-model Public

    A refactored and configurable version of the original code from 'Randomly Connected Neural Networks for Self-Supervised Monocular Depth Estimation'.

    Python 1

  4. uncertainty-model uncertainty-model Public

    A version of the Tukra model that also predicts the per-pixel uncertainty in depth.

    Python

  5. teacher-student-model teacher-student-model Public

    A version of the Tukra model that also predicts the per-pixel uncertainty in depth using a deep ensemble of the original model for supervised learning.

    Python

  6. ensemble-create ensemble-create Public

    The package for creating the predictions from a bootstrapped ensemble of the original model, to be used in the teacher-student training.

    Python

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