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Common Setting Up Error

ERROR: Could not find a version that satisfies the requirement cv2 (from versions: none)

ERROR: No matching distribution found for cv2

pip install opencv-python

No need to specify a distribution, opencv-python will install both opencv and cv2

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ModuleNotFoundError: No module named 'torch'

pip install torchvision

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ERROR: Could not build wheels for numpy which use PEP 517 and cannot be installed directly.

Causes: there is an updated version of numpy released but not supported by the vesion of python.

pip install -U numpy

Additional Packages not in the Fork

torchvision

opencv

alfred-py

scipy

pyyaml==5.1

protobuf==3.20 (downgraded from 4.21.2 to resolve conflicts)

fvcore

cython

Solution pip install (package_name)

W & B Capabilities

• Visualize model performance
• Save record of experiments
• Hyperparameter optimization
• Data lineage
• Model versioning
• Model registry
• Self-hosting

About YOLOv7

• Only framework that supports YOLOv4 and instance segmentation
• Based on Detectron2, a pytorch library

Train and Validation Data Layout

Seals
|-- train_imgs
|-- val_imgs
|-- annotations
-------|
-------|-- train_annotations
------------|
------------| train_annotations.json
-------|-- valid_annotations
------------| valid_annotations.json

pywintypes Related Error

• https://github.com/KBNLresearch/iromlab/issues/100
• https://stackoverflow.com/questions/25254285/pyinstaller-importerror-no-system-module-pywintypes-pywintypes27-dll
• https://stackoverflow.com/questions/40981120/python-pip-cannot-find-pywin32-on-windows
• https://stackoverflow.com/questions/58805040/pywin32-226-and-virtual-environments/58805300#58805300