Enable TensorFlow ops for --nms and --agnostic-nms#7281
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glenn-jocher merged 6 commits intoultralytics:masterfrom Apr 5, 2022
Merged
Enable TensorFlow ops for --nms and --agnostic-nms#7281glenn-jocher merged 6 commits intoultralytics:masterfrom
--nms and --agnostic-nms#7281glenn-jocher merged 6 commits intoultralytics:masterfrom
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👋 Hello @leeflix, thank you for submitting a YOLOv5 🚀 PR! To allow your work to be integrated as seamlessly as possible, we advise you to:
- ✅ Verify your PR is up-to-date with upstream/master. If your PR is behind upstream/master an automatic GitHub Actions merge may be attempted by writing /rebase in a new comment, or by running the following code, replacing 'feature' with the name of your local branch:
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--nms and --agnostic-nms
BjarneKuehl
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Aug 26, 2022
) * enable TensorFlow ops if flag --nms or --agnostic-nms is used * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Update export.py * Update export.py * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci 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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🛠️ PR Summary
Made with ❤️ by Ultralytics Actions
🌟 Summary
Enhancements to TensorFlow Lite (TFLite) export functionality in YOLOv5.
📊 Key Changes
nmsandagnostic_nmsarguments toexport_tflitefunction.ncalibto a default value of 100.tf.lite.OpsSet.SELECT_TF_OPSto supported operations whennmsoragnostic_nmsis enabled during TFLite export.🎯 Purpose & Impact
nms(Non-Maximum Suppression) andagnostic_nmsparameters aims to allow users more control over the post-processing steps during TFLite model conversion, potentially leading to more efficient on-device inference.ncalibvalue helps standardize the quantization calibration step, which can improve the quality of the int8 quantized models.SELECT_TF_OPSsupports a wider range of TensorFlow operations when exporting to TFLite, thereby enhancing model compatibility and performance on a broader set of devices.