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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. Enable Versioning Of Exported Model

    Is there any way to version the model file? As we iterate, there does not seem to be anyway to identify the exported ONNX model by iteration, version, etc. To be clear I do not mean the Version used to create the model...but rather as we add images and retrain...the version of the result. The LearningModel class has a Version property but it seems to always return 0.

    1 vote
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    0 comments  ·  Model Exporting  ·  Flag idea as inappropriate…  ·  Admin →
  2. Auto-suggest tags

    Object Detection learns actively and starts making region suggestions as the user goes along. Please please add the ability to suggest tags for Image Classification! This would really speed up our tagging scenarios.

    1 vote
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    0 comments  ·  Web UI  ·  Flag idea as inappropriate…  ·  Admin →
  3. Proper Tooling for Multiple Users

    UI Wishlist:

    1. After tagging, the user is returned to the first page, every time. Complete nightmare if you are working through a batch of 1000s.

    2. Permissions: Users should be restricted in their ability to download / train / add / delete images - for audit purposes it needs to be possible to restrict to tagging only.

    3. Images should be tagged automatically with user name. At the moment we waste one tag per username by way of a nuisance parameter (with associated training expense too).

    4. Cross-checking: If one user tags an image, they have no handle by…

    1 vote
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    0 comments  ·  Web UI  ·  Flag idea as inappropriate…  ·  Admin →
  4. Select subset of data for Training

    I would like the ability to select a subset of images for Training, to enable my own cross-validation. Right now I don't think I have any control over which specific images are included in the model, unless I delete them (for later re-importing).

    2 votes
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    0 comments  ·  Training  ·  Flag idea as inappropriate…  ·  Admin →
  5. Deploy General Model in Different Resource Group

    Since General Model has better accuracy, it should be possible to download model artefacts such as model in a .pb or .pkl file so that it can be deployed in a different environment or a different resource group.

    2 votes
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    0 comments  ·  Model Exporting  ·  Flag idea as inappropriate…  ·  Admin →
  6. Add the functionality for download all the photos you uploaded

    It would be nice to be able to download all the photos I have uploaded in my custom vision.ai project.

    2 votes
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    0 comments  ·  Model Exporting  ·  Flag idea as inappropriate…  ·  Admin →
  7. Add Trigger Capability

    I am using an Azure Function to push images into Custom Vision from Azure Blob Storage in order for it to be labelled via the GUI.

    We would like to subscribe to an event stream/message queue for when a label has been applied/updated so that we can respond appropriately.

    A mechanism for an Azure Function to trigger on this would be amazing.

    Alternatively if we have to poll periodically we would like a way to identify which images have had labels applied/modified since the last iteration - is there a workaround to do this?

    1 vote
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    0 comments  ·  API  ·  Flag idea as inappropriate…  ·  Admin →
  8. Send images from Azure Storage to Prediction API

    When using customvision.ai, we would like to pass images stored in a Blob storage to the prediction API.

    5 votes
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    0 comments  ·  Blob Storage  ·  Flag idea as inappropriate…  ·  Admin →
  9. Tensorflow Model compatible with Google Coral Edge

    I wish there was a way to use the exported model on a Google Coral Edge (or are there similar devices that can run the current models?). I converted the model to tensorflow lite but was not able to convert it to a Edge TPU Model - as I'm not an specialist on these topics, I don't really know what the issue is - but probably the format just does not match the requirements for Edge TPU Models.

    1 vote
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    0 comments  ·  Model Exporting  ·  Flag idea as inappropriate…  ·  Admin →
  10. Do not return to page 1 after saving a tag on predictions list

    When browsing predictions, the current page is changed back to first page after opening an image and assigning a tag to it.

    3 votes
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    0 comments  ·  Web UI  ·  Flag idea as inappropriate…  ·  Admin →
  11. 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.

    8 votes
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    Under Review  ·  1 comment  ·  Web UI  ·  Flag idea as inappropriate…  ·  Admin →
  12. 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.

    7 votes
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    Resolved  ·  2 comments  ·  Documentation  ·  Flag idea as inappropriate…  ·  Admin →
  13. 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…

    2 votes
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    Under Review  ·  0 comments  ·  Training  ·  Flag idea as inappropriate…  ·  Admin →
  14. 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 →
  15. 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.

    4 votes
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    Under Review  ·  0 comments  ·  Image Analysis  ·  Flag idea as inappropriate…  ·  Admin →
  16. 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

    2 votes
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    Under Review  ·  0 comments  ·  API  ·  Flag idea as inappropriate…  ·  Admin →
  17. 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 →
  18. 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 →
  19. Allow out of sample validation (hold out) in GUI interface

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

    3 votes
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    Under Review  ·  0 comments  ·  Web UI  ·  Flag idea as inappropriate…  ·  Admin →
  20. 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.

    3 votes
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    Under Review  ·  2 comments  ·  Documentation  ·  Flag idea as inappropriate…  ·  Admin →
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