CoreMLHelpers | little easier to work with Core ML | Machine Learning library

 by   hollance Swift Version: swift4.2 License: MIT

kandi X-RAY | CoreMLHelpers Summary

kandi X-RAY | CoreMLHelpers Summary

CoreMLHelpers is a Swift library typically used in Artificial Intelligence, Machine Learning, Xcode applications. CoreMLHelpers has no bugs, it has no vulnerabilities, it has a Permissive License and it has medium support. You can download it from GitHub.

Types and functions that make it a little easier to work with Core ML in Swift.
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              CoreMLHelpers has a medium active ecosystem.
              It has 1203 star(s) with 180 fork(s). There are 40 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 6 open issues and 34 have been closed. On average issues are closed in 215 days. There are 3 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of CoreMLHelpers is swift4.2

            kandi-Quality Quality

              CoreMLHelpers has no bugs reported.

            kandi-Security Security

              CoreMLHelpers has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.

            kandi-License License

              CoreMLHelpers is licensed under the MIT License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              CoreMLHelpers releases are not available. You will need to build from source code and install.

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            CoreMLHelpers Key Features

            No Key Features are available at this moment for CoreMLHelpers.

            CoreMLHelpers Examples and Code Snippets

            No Code Snippets are available at this moment for CoreMLHelpers.

            Community Discussions

            QUESTION

            Use first MLModel MLMultiArray output as second MLModel MLMultiArray Input
            Asked 2021-Jun-01 at 19:35

            I have two CoreML MLMModels (converted from .pb).
            The first model outputs a Float32 3 × 512 × 512 MLMultiArray, which basically describes an image.
            The second model input is a Float32 1 × 360 × 640 × 3 MLMultiArray, which is also an image but with a different size.

            I know that in theory, I can convert the second model input into an image, and then convert the first model output to an image (post-prediction), resize it, and feed the second model, but It feels not very efficient and there is already a significant delay caused by the models, so I'm trying to improve performance.

            Is it possible to "resize"/"reshape"/"transposed" the first model output to match the second model input? I'm using https://github.com/hollance/CoreMLHelpers (by the amazing Matthijs Hollemans) helpers, but I don't really understand how to do it without damaging the data and keeping it as efficient as possible.

            Thanks!

            ...

            ANSWER

            Answered 2021-Jun-01 at 19:35

            You don't have to turn them into images. Some options for using MLMultiArrays instead of images:

            • You could take the 512x512 output from the first model and chop off a portion to make it 360x512, and then pad the other dimension to make it 360x640. But that's probably not what you want. In case it is, you'll have to write to code for this yourself.

            • You can also resize the 512x512 output to 360x640 by hand. To do this you will need to implement a suitable resizing option yourself (probably bilinear interpolation) or convert the data so you can use OpenCV or the vImage framework.

            • Let the model do the above. Add a ResizeBilinearLayer to the model, followed by a PermuteLayer or TransposeLayer to change the order of the dimensions. Now the image will be resized to 360x640 pixels, and the output of the first model is 1x360x640x3. This is easiest if you add these operation to the original model and then let coremltools convert them to the appropriate Core ML layers.

            Source https://stackoverflow.com/questions/67787342

            QUESTION

            Core ML: UIImage from RGBA byte array not fully shown
            Asked 2018-Apr-09 at 06:36

            In combination with Core ML, I am trying to show a RGBA byte array in an UIImage using the following code:

            ...

            ANSWER

            Answered 2018-Apr-05 at 07:03

            I am trying to show a RGB byte array

            Then kCGImageAlphaPremultipliedLast is incorrect. Try to switch to kCGImageAlphaNone.

            Source https://stackoverflow.com/questions/49665435

            Community Discussions, Code Snippets contain sources that include Stack Exchange Network

            Vulnerabilities

            No vulnerabilities reported

            Install CoreMLHelpers

            You can download it from GitHub.

            Support

            For any new features, suggestions and bugs create an issue on GitHub. If you have any questions check and ask questions on community page Stack Overflow .
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            https://github.com/hollance/CoreMLHelpers.git

          • CLI

            gh repo clone hollance/CoreMLHelpers

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            git@github.com:hollance/CoreMLHelpers.git

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