Fix torchvision dependency for ClearML logging #8993
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The 0.25 default conf threshold value is used a default throughout YOLOv5 (i.e. in detect.py) and also in other tools like CoreML
ctjanuhowski
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Sep 8, 2022
* Replace torchvision annotator with native local Annotator * Add colored bounding boxes and rewrite for efficiency * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix pep8 issue * Update clearml_utils.py * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Update clearml_utils.py * Reduced conf_threshold to 0.25 to match defaults The 0.25 default conf threshold value is used a default throughout YOLOv5 (i.e. in detect.py) and also in other tools like CoreML Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
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ClearML bounding boxes ported to native Annotator
Fixes #8898
Instead of using torchvision to draw the bounding boxes in the validation step, I rewrote the function to use the built-in Annotator class like @glenn-jocher suggested in the issue. This eliminates the potential dependency error.
This also includes a small rewrite of the loops in the function to make it a bit more consice and clean :)
🛠️ PR Summary
Made with ❤️ by Ultralytics Actions
🌟 Summary
Enhancement of ClearML logging with better image annotation and configuration.
📊 Key Changes
numpyand customAnnotatorfromutils.plotsfor image annotation.utils.plots.colorsfor bounding box visualization.torchvision.transforms.ToPILImage.log_image_with_boxesfor filtering annotations.🎯 Purpose & Impact