Medical Screw Detector

Getting started

Building custom cuda kernels

python3 setup.py build
python3 setup.py install --prefix=~/.local/

Environment

Check the environments for different setups:

• Conda Environment
• pip Cluster Environment
• pip Local Environment

Running

python main.py
  --backbone resnet101
  --dataset_reduction 10
  --lr 0.00004 
  --lr_backbone 0.000004 
  --batch_size 2 
  --epochs 47 
  --lr_drop_epochs 40 
  --data_dir <path_to_dataset>
  --result_dir <path_for_results>
  --checkpoint_file <path_to_checkpoint>.ckpt
  --backbone_checkpoint_file <path_to_backbone_checkpoint>

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Test and Deploy

Use the built-in continuous integration in GitLab.

• Get started with GitLab CI/CD
• Analyze your code for known vulnerabilities with Static Application Security Testing(SAST)
• Deploy to Kubernetes, Amazon EC2, or Amazon ECS using Auto Deploy
• Use pull-based deployments for improved Kubernetes management
• Set up protected environments

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Acknowledgment

Show your appreciation to those who have contributed to the project.

License

For open source projects, say how it is licensed.