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OpenVINO Model Serving app #796

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benhoff opened this issue Oct 24, 2019 · 0 comments · Fixed by #1767
Closed

OpenVINO Model Serving app #796

benhoff opened this issue Oct 24, 2019 · 0 comments · Fixed by #1767
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@benhoff
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benhoff commented Oct 24, 2019

Reference: #759

In the future we need to have another solution. It seems that internally CVAT doesn't know about possible inputs of a specific model. Need to get the information from its interpretation script. In the future the interpretation script can have a specification of the model: prepare input, process, handle output, etc.. Look at spec_info for annotation formats which we introduced recently (https://github.com/opencv/cvat/blob/develop/cvat/apps/annotation/README.md).

Next step is to integrate OpenVINO Model Serving (https://github.com/IntelAI/OpenVINO-model-server) and Tensor Flow Model Serving (https://www.tensorflow.org/tfx/guide/serving). It is more general approach to work with DL models.

  1. create a tensorflow model serving app
  1. refactor the existing or create a new OpenVINO Model Serving app
  2. create a smarter preprocessing step as part of the interpert script
@nmanovic nmanovic added the enhancement New feature or request label Oct 24, 2019
@nmanovic nmanovic added this to the 1.0.0 - Beta milestone Oct 24, 2019
@nmanovic nmanovic changed the title Auto Annotation Enhancements OpenVINO Model Serving app Nov 20, 2019
@nmanovic nmanovic modified the milestones: 1.0.0 - Beta, 1.1.0 - Beta Mar 21, 2020
@nmanovic nmanovic self-assigned this Jul 27, 2020
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