Probabilistic Surgical Vision
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model-evaluation
model-evaluation PublicA package for evaluating depth-uncertainty estimation models on the Hamlyn and SCARED Datasets.
Jupyter Notebook 2
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raft-stereo-m1
raft-stereo-m1 Public archiveForked from princeton-vl/RAFT-Stereo
A version of the RAFT-Stereo modified to run on the Apple M1 GPU.
Python
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tukra-model
tukra-model PublicA refactored and configurable version of the original code from 'Randomly Connected Neural Networks for Self-Supervised Monocular Depth Estimation'.
Python 1
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uncertainty-model
uncertainty-model PublicA version of the Tukra model that also predicts the per-pixel uncertainty in depth.
Python
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teacher-student-model
teacher-student-model PublicA 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
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ensemble-create
ensemble-create PublicThe package for creating the predictions from a bootstrapped ensemble of the original model, to be used in the teacher-student training.
Python
Repositories
- 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.
- model-evaluation Public
A package for evaluating depth-uncertainty estimation models on the Hamlyn and SCARED Datasets.
- 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.
- uncertainty-model Public
A version of the Tukra model that also predicts the per-pixel uncertainty in depth.
- tukra-model Public
A refactored and configurable version of the original code from 'Randomly Connected Neural Networks for Self-Supervised Monocular Depth Estimation'.
- 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.
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