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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. Train the vision api with custom tags/domain specific models

    I would like the ability to train the API with custom tags.

    For instance, I would like to feed in pictures of cat breeds to 'train' the AI, then receive the breed value on an AI request.

    49 votes
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    11 comments  ·  Training  ·  Flag idea as inappropriate…  ·  Admin →
    Completed  ·  Raymond responded

    We now have this type of capability using our Custom Vision Service. You can find further details to get started on the Custom Vision Service overview page.

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

    Custom Vision Service is a tool for building custom image classifiers, and for making them better over time. For example, if you want a tool that could identify images of “Daisies”, “Daffodils”, and “Dahlias”, you could train a classifier to do that. You do so by providing Custom Vision Service with images for each tag you want to recognize.

  2. Export Object Detection

    It would be great if one could export models to iOS and other platforms while using a different domain than just General (compact) or even Object Detection.

    42 votes
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    Completed  ·  6 comments  ·  Model Exporting  ·  Flag idea as inappropriate…  ·  Admin →
  3. Object Detection within an image

    It would be great to have the ability identify where in an image the item is. Ie if you train a model on detecting missing shingles on a roof, it would be great to show a bounding box around where the missing shingle is, in the image.

    18 votes
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    Closed  ·  3 comments  ·  Service Limits  ·  Flag idea as inappropriate…  ·  Admin →
  4. Extend Vision API to allow recognizing an object in a picture against a given list of images.

    The idea to shoot a picture and then send to the vision service and say compare with a list of images to have back as result if there is a matching against the given list.

    18 votes
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    Resolved  ·  1 comment  ·  Image Analysis  ·  Flag idea as inappropriate…  ·  Admin →
  5. Download Project / Images

    Please add a download as zip in web interface from customvision.ai for


    • export project

    • import project

    • training images / iteration

    • predicted images / iteration

    • red boxed(the ones that are not fully recognized) images / iteration

    Thanks in advance

    16 votes
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    Under Review  ·  1 comment  ·  Web UI  ·  Flag idea as inappropriate…  ·  Admin →
  6. Multiple object prediction

    It would be nice to have a separate prediction for each object in a picture. For example, if i have a pen and a pencil in the same picture, i would like to have probability for each object (list of tags), and probability of number of objects perhaps. Or if i have two pencils in the same pictures, etc.

    15 votes
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    1 comment  ·  Image Analysis  ·  Flag idea as inappropriate…  ·  Admin →
  7. 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.

    14 votes
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    Under Review  ·  1 comment  ·  Web UI  ·  Flag idea as inappropriate…  ·  Admin →
  8. Multiple Images in Single Request

    Allow predictions for multiple images (files) in a single request similar to what is supported for training.

    i.e. predictionEndpoint.PredictImages(Guid predictionKey, List<Stream> imageStreams)

    14 votes
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    Under Review  ·  2 comments  ·  Image Analysis  ·  Flag idea as inappropriate…  ·  Admin →
  9. Export & Models or Download photos trained

    Due to single user limitation, would like to export & import models to other account. Or, wish if photo used for training be downloadable at once so to transplant model easily.

    13 votes
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    Under Review  ·  2 comments  ·  Model Exporting  ·  Flag idea as inappropriate…  ·  Admin →
  10. Multiple Users to access a single project

    It would be nice to see a collaboration feature - Multiple Users to access a single project . This feature exists with some of the API's undr Cognitive services umbrella.

    13 votes
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    0 comments  ·  Service Limits  ·  Flag idea as inappropriate…  ·  Admin →
  11. 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.

    11 votes
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    1 comment  ·  Blob Storage  ·  Flag idea as inappropriate…  ·  Admin →
  12. Upload training images from Blob storage account

    We have a solution where our end users upload images to us as part of the workflow. It is common that these images would help us further train our mode to increase confidence of matches.

    We already store uploaded images from our app. We would like the ability to code our cloud service to look at confidence levels returned for a matched object, and if those confidence levels are low, copy that image to a blob container for potential inclusion in the next training iteration.

    This capability implies that I can source training images from blob storage rather than having…

    11 votes
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    1 comment  ·  Blob Storage  ·  Flag idea as inappropriate…  ·  Admin →
  13. Download all images

    Button to download all images uploaded

    11 votes
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    Under Review  ·  2 comments  ·  Web UI  ·  Flag idea as inappropriate…  ·  Admin →
  14. Ignore tags with less than 5 images when training

    Currently, if you want to train your project, all tags need to have at least 5 images otherwise an error will be thrown and your entire project will not get trained.

    Please allow an option to ignore tags with less that 5 images when training

    11 votes
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    Under Review  ·  5 comments  ·  Training  ·  Flag idea as inappropriate…  ·  Admin →
  15. Increase Max image size (prediction)

    Most cameras and smart phones will produce pictures bigger than the Max image size (prediction) in the Vision Service API. Could it be increased or create a simple way to send a rescaled image to the Vision service API.

    10 votes
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    Under Review  ·  1 comment  ·  Service Limits  ·  Flag idea as inappropriate…  ·  Admin →
  16. Training - Allow us to crop or set bounds box for each tag

    I'd like the option to upload a single picture and tag it into multiple tags but tell the computer where in the picture to focus on what tag. This could help us get object level tagging if we wanted to take the time to train it.

    10 votes
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    Under Review  ·  4 comments  ·  Training  ·  Flag idea as inappropriate…  ·  Admin →
  17. add custom vision to azure portal

    Please add customvision to azure portal and allow login via adfs. All the other cognitive services stuff is there except this one.

    10 votes
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    0 comments  ·  Documentation  ·  Flag idea as inappropriate…  ·  Admin →
    Completed  ·  Luke Bayler responded

    Hello,

    Custom Vision has been added to the Azure Portal and login is allowed through ADFS.

    Thanks,
    Luke

  18. Add the ability to train the api / provide feedback

    I have an application that uses the API to do OCR, but I want to be able to provide feedback every time it is used so that the 'correct' answer can be fed back into the AI engine so that the engine can be improved over time.

    I have a second application that will in the future use tags, and I could also provide feedback to the engine as to what the user actually selected after the suggested tags from the API were provided.

    10 votes
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    Resolved  ·  2 comments  ·  Training  ·  Flag idea as inappropriate…  ·  Admin →
  19. 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.

    9 votes
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    Under Review  ·  0 comments  ·  Image Analysis  ·  Flag idea as inappropriate…  ·  Admin →
  20. offline prediction for .net

    The offline prediction is very vital because users don't need to connect with cloud for every prediction while they are using just their own modules

    9 votes
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    Resolved  ·  1 comment  ·  Offline Support  ·  Flag idea as inappropriate…  ·  Admin →
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