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Which way did you download the MobileNetSSD_deploy.txt, the error might cause because of the bad format inside the text file. Could you try to remove the txt file and regenerated one and then copy the content from MobileNet-SSD/MobileNetSSD_deploy.prototxt at master · chuanqi305/MobileNet-SSD · GitHub again with "raw" format?