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Release 1.3.0

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@goodsong81 goodsong81 released this 26 May 07:55
· 1031 commits to develop since this release

New features

  • Support direct annotation input for COCO format (#1921)
  • Action task supports multi GPU training. (#2057)
  • Support storage cache in Apache Arrow using Datumaro for action tasks (#2087)
  • Add a simplified greedy labels postprocessing for hierarchical classification (#2064).
  • Support auto adapting batch size (#2119)
  • Support auto adapting num_workers (#2165)
  • Support noisy label detection for detection tasks (#2109, #2115, #2123, #2183)

Enhancements

  • Make semantic segmentation OpenVINO models compatible with ModelAPI (#2029).
  • Support label hierarchy through LabelTree in LabelSchema for classification task (#2149, #2152).
  • Enhance exportable code file structure, video inference and default value for demo (#2051).
  • Speedup OpenVINO inference in image classificaiton, semantic segmentation, object detection and instance segmentation tasks (#2105).
  • Refactoring of ONNX export functionality (#2155).

Bug fixes

  • Fix async mode inference for demo in exportable code (#2154)

Known issues

  • OpenVINO(==2022.3) IR inference is not working well on 2-stage models (e.g. Mask-RCNN) exported from torch==1.13.1
    (working well up to torch==1.12.1) (#1906)