What causes certain pictures to appear rotated when displayed in javafx ImageView?

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The images may appear rotated in the ImageView due to the metadata contained within the image file. This metadata may contain information about the orientation of the camera or device used to capture the image, which is not always correctly interpreted by the ImageView. To fix this, you can rotate the image using an ImageTransformer or use an appropriate image editor to modify the image's metadata.