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Convolution neural network image four classification problems

Time:12-02

Made an image of the four Angle 0,90,180,270 degrees of four classifications, the network structure is the official resnet18 training model, found that the predicted results of 0,90,270 degrees picture is, it always predict 90 degrees 180 degrees, excuse me, what could be the cause?
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