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Added HRNet18 click based interactive segmentation (#3729) #3740

Merged
merged 3 commits into from
Sep 29, 2021
Merged

Added HRNet18 click based interactive segmentation (#3729) #3740

merged 3 commits into from
Sep 29, 2021

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xiong-jie-y
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The commit adds serverless function that has a click based
interactive segmentation model(HRNet18) that performs better than
f-BRS method statistically.

Motivation and context

I was trying to do hand segmentation and my task was a bit tough with f-BRS model, because a segment sometimes doesn't converge to the intended segment.
This HRNet model seems more intuitive, and also statistically perform better from the paper.

How has this been tested?

This feature is manually tested by following procedure.

  1. deploy
cd serverless
nuctl deploy --project-name cvat --path pytorch/saic-vul/hrnet/nuclio --file pytorch/saic-vul/hrnet/nuclio/function-gpu.yaml
  1. test HRNet interactor in cvat (HRNet will be shown as a interactor by deployment)

Checklist

License

  • I submit my code changes under the same MIT 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) 2021 Intel Corporation
#
# SPDX-License-Identifier: MIT

The commit adds serverless container that has a click based
interactive segmentation model(HRNet18) that performs better than
f-BRS method statistically.
@nmanovic nmanovic merged commit 2d75101 into cvat-ai:develop Sep 29, 2021
@nmanovic
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@xiong-jie-y , thanks for the great contribution!

@xiong-jie-y
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xiong-jie-y commented Sep 29, 2021

@nmanovic Thank you for reviewing and merging!

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3 participants