TensorFlow Object Detection API - what do the losses mean in the object detection api?

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猫巷女王i
猫巷女王i 2020-12-09 18:22

What do each for the following losses mean? (in the TensorFlow Object detection API, while training FasterRCNN based models)

Loss/BoxClassifierLoss/classification_lo

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  •  死守一世寂寞
    2020-12-09 19:04

    The losses for the Region Proposal Network:

    Loss/RPNLoss/localization_loss/mul_1: Localization Loss or the Loss of the Bounding Box regressor for the RPN

    Loss/RPNLoss/objectness_loss/mul_1: Loss of the Classifier that classifies if a bounding box is an object of interest or background

    The losses for the Final Classifier:

    Loss/BoxClassifierLoss/classification_loss/mul_1: Loss for the classification of detected objects into various classes: Cat, Dog, Airplane etc

    Loss/BoxClassifierLoss/localization_loss/mul_1: Localization Loss or the Loss of the Bounding Box regressor

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