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Merge load / resize / cache to optimize data loading efficiency for semantic segmentation #2460

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goodsong81
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@goodsong81 goodsong81 commented Aug 30, 2023

Summary

[Changes]

[Results (sampled)]

  • kvasir_seg/100 (500x500 ~ 1Kx1K) / LiteHRNet_s_mod2 (512x512) / default setting (num_workers=2)
Branch Size Cache Data time Iter time E2E time Accuracy
develop 512x512 off 0.0245 0.1450 44.32 0.8517
  256x256 off 0.0066 0.1104 45.54 0.8637
  256x256 95M/2G 0.0050 0.1078 35.86 0.8523
feat/load-resize-cache-seg 256x256 off 0.0082 0.1127 37.31 0.8214
  256x256 30M/2G 0.0059 0.1056 37.54 0.8567

Checklist

  • I have added unit tests to cover my changes.​
  • I have added integration tests to cover my changes.​
  • I have added e2e tests for validation.
  • 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) 2023 Intel Corporation
# SPDX-License-Identifier: Apache-2.0

@github-actions github-actions bot added ALGO Any changes in OTX Algo Tasks implementation TEST Any changes in tests labels Aug 30, 2023
@github-actions github-actions bot added the DOC Improvements or additions to documentation label Aug 30, 2023
@goodsong81 goodsong81 marked this pull request as ready for review August 30, 2023 03:12
@goodsong81 goodsong81 requested a review from a team as a code owner August 30, 2023 03:12
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@sungmanc sungmanc left a comment

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LGTM

@goodsong81 goodsong81 merged commit 6c93b24 into openvinotoolkit:develop Aug 30, 2023
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@goodsong81 goodsong81 deleted the feat/load-resize-cache-seg branch August 30, 2023 04:17
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3 participants