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AWS described a pipeline on Amazon SageMaker AI that uses the diffusion model Qwen-Image-Edit-2509 to insert synthetic figures into real images of machinery and automatically labels them using Amazon Rekognition. According to AWS, this improved the detection of people near machinery (mAP50) by up to 160 % without manual annotation.
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