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[multimodal]Add MultiImageMix Dataset for Object Detection #3094

Merged
merged 23 commits into from
Apr 6, 2023
Merged

[multimodal]Add MultiImageMix Dataset for Object Detection #3094

merged 23 commits into from
Apr 6, 2023

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FANGAreNotGnu
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@FANGAreNotGnu FANGAreNotGnu commented Mar 29, 2023 •
edited

  • Refactor Processors
    • Able to only load data in processor, then perform some transforms that requires access to other rows of data in Dataset class
  • Add a MultiImageMixDataset for YOLOX
    • A bit hardcoding, since currently the input format of object detection is fixed.
    • Enables Mosaic and Mixup transforms for detection problems, about 2% performance increase.
  • Refine layer_id for yolox (enables layerwise_decay and fixes two_stage_lr)
    • There is performance drop if using finer layer id in Pothole dataset, pending larger benchmarking

Previous tests have covered changes in this PR.

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@FANGAreNotGnu FANGAreNotGnu changed the title [WIP][multimodal]Add MultiImageMix Dataset for Object Detection [multimodal]Add MultiImageMix Dataset for Object Detection Mar 29, 2023
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Job PR-3094-4a38096 is done.
Docs are uploaded to http://autogluon-staging.s3-website-us-west-2.amazonaws.com/PR-3094/4a38096/index.html

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github-actions bot commented Apr 4, 2023

Job PR-3094-c740ba0 is done.
Docs are uploaded to http://autogluon-staging.s3-website-us-west-2.amazonaws.com/PR-3094/c740ba0/index.html

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github-actions bot commented Apr 6, 2023

Job PR-3094-c009b36 is done.
Docs are uploaded to http://autogluon-staging.s3-website-us-west-2.amazonaws.com/PR-3094/c009b36/index.html

zhiqiangdon
zhiqiangdon approved these changes Apr 6, 2023
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LGTM!

@zhiqiangdon zhiqiangdon merged commit 76aeaa2 into autogluon:master Apr 6, 2023
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@zhiqiangdon zhiqiangdon zhiqiangdon approved these changes

@cheungdaven cheungdaven Awaiting requested review from cheungdaven

@suzhoum suzhoum Awaiting requested review from suzhoum

@liangfu liangfu Awaiting requested review from liangfu

@yongxinw yongxinw Awaiting requested review from yongxinw

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