waikato-ufdl / wai-annotations-generic

wai.annotations module to make it easier to plug in custom code into a wai.annotations pipeline.

Home Page:https://ufdl.cms.waikato.ac.nz/wai-annotations-manual/

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wai-annotations-generic

wai.annotations module to make it easier to plugin custom code into a wai.annotations pipeline.

The manual is available here:

https://ufdl.cms.waikato.ac.nz/wai-annotations-manual/

Plugins

GENERIC-SOURCE-AC

Generic audio classification source.

Domain(s):

  • Audio classification domain

Options:

usage: generic-source-ac [-c USER_CLASS] [-o USER_OPTIONS]

optional arguments:
  -c USER_CLASS, --class USER_CLASS
                        the user class to wrap (dot notation) (default: None)
  -o USER_OPTIONS, --options USER_OPTIONS
                        the options for the user class to parse (default: None)

GENERIC-SOURCE-IC

Generic image classification source.

Domain(s):

  • Image Classification Domain

Options:

usage: generic-source-ic [-c USER_CLASS] [-o USER_OPTIONS]

optional arguments:
  -c USER_CLASS, --class USER_CLASS
                        the user class to wrap (dot notation) (default: None)
  -o USER_OPTIONS, --options USER_OPTIONS
                        the options for the user class to parse (default: None)

GENERIC-SOURCE-IS

Generic image segmentation source.

Domain(s):

  • Image Segmentation Domain

Options:

usage: generic-source-is [-c USER_CLASS] [-o USER_OPTIONS]

optional arguments:
  -c USER_CLASS, --class USER_CLASS
                        the user class to wrap (dot notation) (default: None)
  -o USER_OPTIONS, --options USER_OPTIONS
                        the options for the user class to parse (default: None)

GENERIC-SOURCE-OD

Generic object detection source.

Domain(s):

  • Image Object-Detection Domain

Options:

usage: generic-source-od [-c USER_CLASS] [-o USER_OPTIONS]

optional arguments:
  -c USER_CLASS, --class USER_CLASS
                        the user class to wrap (dot notation) (default: None)
  -o USER_OPTIONS, --options USER_OPTIONS
                        the options for the user class to parse (default: None)

GENERIC-SOURCE-SC

Generic spectrum classification source.

Domain(s):

  • Spectrum Classification Domain

Options:

usage: generic-source-sc [-c USER_CLASS] [-o USER_OPTIONS]

optional arguments:
  -c USER_CLASS, --class USER_CLASS
                        the user class to wrap (dot notation) (default: None)
  -o USER_OPTIONS, --options USER_OPTIONS
                        the options for the user class to parse (default: None)

GENERIC-SOURCE-SP

Generic speech source.

Domain(s):

  • Speech Domain

Options:

usage: generic-source-sp [-c USER_CLASS] [-o USER_OPTIONS]

optional arguments:
  -c USER_CLASS, --class USER_CLASS
                        the user class to wrap (dot notation) (default: None)
  -o USER_OPTIONS, --options USER_OPTIONS
                        the options for the user class to parse (default: None)

GENERIC-ISP-AC

Generic audio classification ISP.

Domain(s):

  • Audio classification domain

Options:

usage: generic-isp-ac [-c USER_CLASS] [-o USER_OPTIONS]

optional arguments:
  -c USER_CLASS, --class USER_CLASS
                        the user class to wrap (dot notation) (default: None)
  -o USER_OPTIONS, --options USER_OPTIONS
                        the options for the user class to parse (default: None)

GENERIC-ISP-IC

Generic image classification ISP.

Domain(s):

  • Image Classification Domain

Options:

usage: generic-isp-ic [-c USER_CLASS] [-o USER_OPTIONS]

optional arguments:
  -c USER_CLASS, --class USER_CLASS
                        the user class to wrap (dot notation) (default: None)
  -o USER_OPTIONS, --options USER_OPTIONS
                        the options for the user class to parse (default: None)

GENERIC-ISP-IS

Generic image segmentation ISP.

Domain(s):

  • Image Segmentation Domain

Options:

usage: generic-isp-is [-c USER_CLASS] [-o USER_OPTIONS]

optional arguments:
  -c USER_CLASS, --class USER_CLASS
                        the user class to wrap (dot notation) (default: None)
  -o USER_OPTIONS, --options USER_OPTIONS
                        the options for the user class to parse (default: None)

GENERIC-ISP-OD

Generic object detection ISP.

Domain(s):

  • Image Object-Detection Domain

Options:

usage: generic-isp-od [-c USER_CLASS] [-o USER_OPTIONS]

optional arguments:
  -c USER_CLASS, --class USER_CLASS
                        the user class to wrap (dot notation) (default: None)
  -o USER_OPTIONS, --options USER_OPTIONS
                        the options for the user class to parse (default: None)

GENERIC-ISP-SC

Generic spectrum classification ISP.

Domain(s):

  • Spectrum Classification Domain

Options:

usage: generic-isp-sc [-c USER_CLASS] [-o USER_OPTIONS]

optional arguments:
  -c USER_CLASS, --class USER_CLASS
                        the user class to wrap (dot notation) (default: None)
  -o USER_OPTIONS, --options USER_OPTIONS
                        the options for the user class to parse (default: None)

GENERIC-ISP-SP

Generic speech ISP.

Domain(s):

  • Speech Domain

Options:

usage: generic-isp-sp [-c USER_CLASS] [-o USER_OPTIONS]

optional arguments:
  -c USER_CLASS, --class USER_CLASS
                        the user class to wrap (dot notation) (default: None)
  -o USER_OPTIONS, --options USER_OPTIONS
                        the options for the user class to parse (default: None)

GENERIC-SINK-AC

Generic audio classification sink.

Domain(s):

  • Audio classification domain

Options:

usage: generic-sink-ac [-c USER_CLASS] [-o USER_OPTIONS]

optional arguments:
  -c USER_CLASS, --class USER_CLASS
                        the user class to wrap (dot notation) (default: None)
  -o USER_OPTIONS, --options USER_OPTIONS
                        the options for the user class to parse (default: None)

GENERIC-SINK-IC

Generic image classification sink.

Domain(s):

  • Image Classification Domain

Options:

usage: generic-sink-ic [-c USER_CLASS] [-o USER_OPTIONS]

optional arguments:
  -c USER_CLASS, --class USER_CLASS
                        the user class to wrap (dot notation) (default: None)
  -o USER_OPTIONS, --options USER_OPTIONS
                        the options for the user class to parse (default: None)

GENERIC-SINK-IS

Generic image segmentation sink.

Domain(s):

  • Image Segmentation Domain

Options:

usage: generic-sink-is [-c USER_CLASS] [-o USER_OPTIONS]

optional arguments:
  -c USER_CLASS, --class USER_CLASS
                        the user class to wrap (dot notation) (default: None)
  -o USER_OPTIONS, --options USER_OPTIONS
                        the options for the user class to parse (default: None)

GENERIC-SINK-OD

Generic object detection sink.

Domain(s):

  • Image Object-Detection Domain

Options:

usage: generic-sink-od [-c USER_CLASS] [-o USER_OPTIONS]

optional arguments:
  -c USER_CLASS, --class USER_CLASS
                        the user class to wrap (dot notation) (default: None)
  -o USER_OPTIONS, --options USER_OPTIONS
                        the options for the user class to parse (default: None)

GENERIC-SINK-SC

Generic spectrum classification sink.

Domain(s):

  • Spectrum Classification Domain

Options:

usage: generic-sink-sc [-c USER_CLASS] [-o USER_OPTIONS]

optional arguments:
  -c USER_CLASS, --class USER_CLASS
                        the user class to wrap (dot notation) (default: None)
  -o USER_OPTIONS, --options USER_OPTIONS
                        the options for the user class to parse (default: None)

GENERIC-SINK-SP

Generic speech sink.

Domain(s):

  • Speech Domain

Options:

usage: generic-sink-sp [-c USER_CLASS] [-o USER_OPTIONS]

optional arguments:
  -c USER_CLASS, --class USER_CLASS
                        the user class to wrap (dot notation) (default: None)
  -o USER_OPTIONS, --options USER_OPTIONS
                        the options for the user class to parse (default: None)

Examples

The following examples have the test classes linked for guidance on developing your own plugins.

Audio classification

  • Source

    wai-annotations convert \
      generic-source-ac \
        -c wai.annotations.generic.source.audio_classification.test.TestAC \
        -o "--dir /some/where/" \  # dir with .wav files
      generic-sink-ac \
        -c wai.annotations.generic.sink.audio_classification.test.TestAC \
        -o "--output label"
  • ISP

    wai-annotations convert \
      from-audio-files-ac \
        -i "/some/where/*.wav" \
      generic-isp-ac \
        -c wai.annotations.generic.isp.audio_classification.test.TestAC \
        -o "--output filename" \
      to-void-ac
  • Sink

    wai-annotations convert \
      from-audio-files-ac \
        -i "/some/where/*.wav" \
      generic-sink-ac \
        -c wai.annotations.generic.sink.audio_classification.test.TestAC \
        -o "--output filename"

Image classification

  • Source

    wai-annotations convert \
      generic-source-ic \
        -c wai.annotations.generic.source.image_classification.test.TestIC \
        -o "--dir /some/where/" \  # dir with .jpg files
      generic-sink-ic \
        -c wai.annotations.generic.sink.image_classification.test.TestIC \
        -o "--output label"
  • ISP

    wai-annotations convert \
      from-images-ic \
        -i "/some/where/*.jpg" \
      generic-isp-ic \
        -c wai.annotations.generic.isp.image_classification.test.TestIC \
        -o "--output dimensions" \
      to-void-ic
  • Sink

    wai-annotations convert \
      from-images-ic \
        -i "/some/where/*.jpg" \
      generic-sink-ic \
        -c wai.annotations.generic.sink.image_classification.test.TestIC \
        -o "--output dimensions"

Image segmentation

  • Source

    wai-annotations convert \
      generic-source-is \
        -c wai.annotations.generic.source.image_segmentation.test.TestIS \
        -o "--labels A B C --dir /some/where/" \    # dir with .jpg files
      generic-sink-is \
        -c wai.annotations.generic.sink.image_segmentation.test.TestIS \
        -o "--output dimensions"
    
  • ISP

    wai-annotations convert \
      from-images-is \
        -i "/some/where/*.jpg" \
      generic-isp-is \
        -c wai.annotations.generic.isp.image_segmentation.test.TestIS \
        -o "--output dimensions" \
      to-void-is
  • Sink

    wai-annotations convert \
      from-images-is \
        -i "/some/where/*.jpg" \
      generic-sink-is \
        -c wai.annotations.generic.sink.image_segmentation.test.TestIS \
        -o "--output dimensions"

Object Detection

  • Source

    wai-annotations convert \
      generic-source-od \
        -c wai.annotations.generic.source.object_detection.test.TestOD \
        -o "--dir /some/where/" \   # dir with .jpg files
      generic-sink-od \
        -c wai.annotations.generic.sink.object_detection.test.TestOD \
        -o "--output num_objects"
  • ISP

    wai-annotations convert \
      from-images-od \
        -i "/some/where/*.jpg" \
      generic-isp-od \
        -c wai.annotations.generic.isp.object_detection.test.TestOD \
        -o "--output dimensions" \
      to-void-od
  • Sink

    wai-annotations convert \
      from-images-od \
        -i "/some/where/*.jpg" \
      generic-sink-od \
        -c wai.annotations.generic.sink.object_detection.test.TestOD \
        -o "--output dimensions"

Spectrum classification

  • Source

    wai-annotations convert \
      generic-source-sc \
        -c wai.annotations.generic.source.spectrum_classification.test.TestSC \
        -o "--dir /some/where/" \  # dir with .spec files
      generic-sink-sc \
        -c wai.annotations.generic.sink.spectrum_classification.test.TestSC \
        -o "--output label"
  • ISP

    wai-annotations convert \
      from-spectra-sc \
        -i "/some/where/*.spec" \
      generic-isp-sc \
        -c wai.annotations.generic.isp.spectrum_classification.test.TestSC \
        -o "--output filename" \
      to-void-sc
  • Sink

    wai-annotations convert \
      from-spectra-sc \
        -i "/some/where/*.spec" \
      generic-sink-sc \
        -c wai.annotations.generic.sink.spectrum_classification.test.TestSC \
        -o "--output filename"

Speech

  • Source

    wai-annotations convert \
      generic-source-sp \
        -c wai.annotations.generic.source.speech.test.TestSP \
        -o "--dir /some/where/" \  # dir with .wav files
      generic-sink-ac \
        -c wai.annotations.generic.sink.speech.test.TestSP \
        -o "--output label"
  • ISP

    wai-annotations convert \
      from-audio-files-sp \
        -i "/some/where/*.wav" \
      generic-isp-sp \
        -c wai.annotations.generic.isp.speech.test.TestSP \
        -o "--output filename" \
      to-void-sp
  • Sink

    wai-annotations convert \
      from-audio-files-sp \
        -i "/some/where/*.wav" \
      generic-sink-sp \
        -c wai.annotations.generic.sink.speech.test.TestSP \
        -o "--output filename"

About

wai.annotations module to make it easier to plug in custom code into a wai.annotations pipeline.

https://ufdl.cms.waikato.ac.nz/wai-annotations-manual/

License:Apache License 2.0


Languages

Language:Python 100.0%