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Fix RTMDet PTQ performance #3651

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sungchul2
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Summary

ticket no. : 144647
There is RTMDet's performance degradation after PTQ.
By updating preset to mixed, the optimized model showed similar performance with the exported model.

PTQ configuration pothole_small_1 pothole_small_2 pothole_small_3 pothole_medium vitens_large
export 0.450 0.518 0.500 0.725 0.756
default 0.427 (-0.023) 0.439 (-0.079) 0.433 (-0.067) 0.654 (-0.071) 0.711 (-0.045)
+ preset="mixed" 0.433 (-0.017) 0.521 (+0.003) 0.515 (+0.015) 0.715 (-0.010) 0.753 (-0.003)

How to test

Checklist

  • I have added unit tests to cover my changes.​
  • I have added integration tests to cover my changes.​
  • I have ran e2e tests and there is no issues.
  • I have added the description of my changes into CHANGELOG in my target branch (e.g., CHANGELOG in develop).​
  • I have updated the documentation in my target branch accordingly (e.g., documentation in develop).
  • I have linked related issues.

License

  • I submit my code changes under the same Apache License that covers the project.
    Feel free to contact the maintainers if that's a concern.
  • I have updated the license header for each file (see an example below).
# Copyright (C) 2024 Intel Corporation
# SPDX-License-Identifier: Apache-2.0

@sungchul2 sungchul2 merged commit 321a5f0 into openvinotoolkit:develop Jun 20, 2024
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@sungchul2 sungchul2 deleted the CVS-144647-fix-rtmdet-ptq-perf branch June 20, 2024 12:30
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3 participants