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The possible reason is different focus modes. All OpenCV examples with Java camera and VideoCapture class uses CONTINUES_VIDEO mode for camera focusing. It is supported by most of devices and is not aggressive. You need wait a bit to get more clear images. Alternatively you can set up focus mode in your code.