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Custom Vision Service

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API – Any ideas or feedback pertaining to features or enhancements to Custom Vision Service API.

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Release Notes – Recently updated December 19.

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  1. Heat Map to describe what object impact to prediction

    Heat Map is very helpful to understand what area is impacted to Object Detetion task.
    Hope we can see it at Active Learning phase via REST API call.

    5 votes
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    Under Review  ·  1 comment  ·  Web UI  ·  Flag idea as inappropriate…  ·  Admin →
  2. Default Iteration feature (needed to be back)

    After renew of portal working with Azure subscription, "Default Iteration" feature seems to be disappeared. That was useful from app development point of view; CV model developers can retrain their models besides default iteration model, regardless of Service APIs users.

    6 votes
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    Resolved  ·  2 comments  ·  Documentation  ·  Flag idea as inappropriate…  ·  Admin →
  3. Ability to import iterations into the workspace to allow models to be generated on subsets of data

    I'd like to be able to Import the training data from an iteration into the workspace, modify that data and train a new iteration.

    This would allow multiple iterations to be trained with subsets of the same data. ie, you could have iterations containing data for Asia-Pacific, The Americas, and Global, all using a subset of the same training data. You can then import one of these iterations into your workspace to update the training images and create a new iteration for that locale, or import the global iteration to have access to the full set of training images.

    It…

    1 vote
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    Under Review  ·  0 comments  ·  Training  ·  Flag idea as inappropriate…  ·  Admin →
  4. Improve results for handwritten text detection

    We have created training data for handwriting detection that we are willing to submit to Azure to improve the handwriting model .

    Can we do this on your API today ? Can we get train a custom handwriting model starting from the existing model and adding our training data to fine tune the results .

    2 votes
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    0 comments  ·  Image Analysis  ·  Flag idea as inappropriate…  ·  Admin →
  5. API to bulk upload training image with tag

    API to bulk upload training image with tag will be more convenient in a situation where lot of images required for training.

    1 vote
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    Under Review  ·  0 comments  ·  Image Analysis  ·  Flag idea as inappropriate…  ·  Admin →
  6. precision recall plot

    Provide an x-y graph of precision vs. recall as the probability threshold is changed. See here for more details https://acutecaretesting.org/en/articles/precision-recall-curves-what-are-they-and-how-are-they-used

    1 vote
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    Under Review  ·  0 comments  ·  API  ·  Flag idea as inappropriate…  ·  Admin →
  7. precision recall plot

    Provide an x-y graph of precision vs. recall as the probability threshold is changed. See here for more details https://acutecaretesting.org/en/articles/precision-recall-curves-what-are-they-and-how-are-they-used

    0 votes
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    Under Review  ·  0 comments  ·  API  ·  Flag idea as inappropriate…  ·  Admin →
  8. how to minimiz latency in responce of api .

    how to minimiz latency in responce of api .while use api in video object detection

    1 vote
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    Under Review  ·  0 comments  ·  Image Analysis  ·  Flag idea as inappropriate…  ·  Admin →
  9. Allow out of sample validation (hold out) in GUI interface

    Allow out of sample validation (hold out) in GUI interface

    2 votes
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    Under Review  ·  0 comments  ·  Web UI  ·  Flag idea as inappropriate…  ·  Admin →
  10. Multi user access to projects

    Just migrated from a Limited Trial to Azure resources. Would like to allow other users access to the project via the Custom Vision portal so they can add new images from predictions and train new iterations, but don't want them to be able to play with other settings via the Azure Portal for example. The Documentation doesn't mention multi user access as far as I can see.

    1 vote
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    Under Review  ·  2 comments  ·  Documentation  ·  Flag idea as inappropriate…  ·  Admin →
  11. Better error information

    I'm currently struggling with an issue where my project is failing to train. Sadly, there is absolutely no useful information about WHY it's failing in either via the API or the UI.

    In the API I simply get a status of "Failed" for the iteration and in the UI I get "This iteration failed to train."

    3 votes
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    Under Review  ·  0 comments  ·  Documentation  ·  Flag idea as inappropriate…  ·  Admin →
  12. Provide C# tensorflow example

    The Custom Vision documentation provides a nice example for how to use the tensorflow compact model in python, but no example for C#. Can you provide?

    https://docs.microsoft.com/en-us/azure/cognitive-services/custom-vision-service/export-model-python

    5 votes
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    Under Review  ·  0 comments  ·  Samples & SDKs  ·  Flag idea as inappropriate…  ·  Admin →
  13. What tensorflow version is export to .pb feature using?

    Running into an error trying to use the exported model. I have the latest version of tensorflow and online forums suggest that the .pb file needs to be updated when this error is encountered
    NodeDef mentions attr 'dilations' not in Op<name=Conv2D; signature=

    1 vote
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    Under Review  ·  2 comments  ·  Model Exporting  ·  Flag idea as inappropriate…  ·  Admin →
  14. Prediction API: Is there an example with base64 encoded image?

    I have tried the Prediction API with image (Content-Type: application/octet-stream) and URL (Content-Type: application/json) and these work great! I am looking for an example where I can use a base64 encoded string representation of the image with the prediction api.

    1 vote
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    Under Review  ·  0 comments  ·  Samples & SDKs  ·  Flag idea as inappropriate…  ·  Admin →
  15. Additional Documentation - Object Detection Model Export

    Hello,

    Could you please provide detailed documentation regarding the integration of an exported model to CoreML. Currently, the model registers an output of a multi-dimensional array. Can the output be more defined so that it is more clear when integrated into iOS.

    3 votes
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    Under Review  ·  1 comment  ·  Documentation  ·  Flag idea as inappropriate…  ·  Admin →
  16. How can we create a negative tag using the API ?

    I see that we can change the type (negative or non-negative) using the UI interface but not with the API.

    1 vote
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    Under Review  ·  1 comment  ·  Documentation  ·  Flag idea as inappropriate…  ·  Admin →
  17. change the Dockerfile to include the -u for logging

    The Dockerfile, when exporting a Linux Container, has the command:

    CMD python app.py

    this is buffering the output of the app.py command, so you do not see the logged items as needed.

    If you change this to:

    CMD python -u app.py

    It will not buffer the output.

    1 vote
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    Under Review  ·  0 comments  ·  Samples & SDKs  ·  Flag idea as inappropriate…  ·  Admin →
  18. Ability to give each image a name.

    Ability to give each image a name via the UI. Display that name when hovering over the image in the UI rather that displaying "open image detail". I have a lot of similar looking images and I want to name them by the date they were taken but I don't want the date to be a tag.

    You also need a category of UI on your suggestions box.

    3 votes
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    1 comment  ·  Web UI  ·  Flag idea as inappropriate…  ·  Admin →
  19. Detect abstract patterns

    It would nice to be able to detect patterns suchs as "circles, rectangles, triangles" etc from the image. This way we could describe for example mattresses and curtains semi-automatically with vision API.

    2 votes
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    0 comments  ·  Image Analysis  ·  Flag idea as inappropriate…  ·  Admin →
  20. Provide feature to changes subscription mapped with project

    Provide feature to changes subscription mapped with project.

    If we moved azure custom vision resources in azure portal then it exiting project not visible in portal.

    This is blocker need to fix. Project seems not working if subscription limit reached. Need to provide feature to change subscription mapping ASAP.

    Thanks, Great Api. Microsoft.
    Good Job.

    3 votes
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    Under Review  ·  1 comment  ·  Documentation  ·  Flag idea as inappropriate…  ·  Admin →
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