AWS AI research proposes an advanced machine learning data augmentation pipeline leveraging controllable diffusion models and CLIP for enhanced object detection. The study investigates generative data augmentation for object detection without human annotations, achieving significant improvements in performance. The method can be used in conjunction with other data augmentation approaches to further boost performance.
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