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DANCE: DAt...
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DANCE: DAta-Network Co-optimization for Efficient Segmentation Model Training and Inference

  • DANCE is a proposed co-optimization approach for efficient segmentation model training and inference.
  • Current segmentation models suffer from expensive computation due to high-resolution images and multi-scale aggregation.
  • DANCE focuses on data-network co-optimization through input data manipulation and network architecture slimming.
  • Experiments show that DANCE achieves reduced training cost, less expensive inference, and improved mean Intersection-over-Union (mIoU).

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