I am using PoseNet from TensorFlow Lite library to detect key point on images. What is the best way to evaluate the results. I feed in images and get key points as a result. How can I say if the result is good, bad or average?
How to evaluate results of PoseNet from TensorFlow Lite
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From the output, you can extract the confidence score for each point, between
0.0and1.0. You can then determine whether the average confidence score is greater than a set threshold (e.g.,0.5) to tell whether the result is good or bad.Please see the example apps to learn how the confidence score can be obtained.
Android example: https://github.com/tensorflow/examples/blob/master/lite/examples/posenet/android/posenet/src/main/java/org/tensorflow/lite/examples/posenet/lib/Posenet.kt#L259
iOS example: https://github.com/tensorflow/examples/blob/master/lite/examples/posenet/ios/PoseNet/ModelDataHandler/ModelDataHandler.swift#L229