Development Of A Lightweight Deep Learning Platform


29 Oct 2021 - 12:10 AM KST

  • Title
    • 국문: 경량화 딥러닝 플랫폼 개발
    • English: Development of a lightweight deep learning platform
  • Funded by: Samsung Electronics Corp. (삼성전자)
  • Period: 2021-10-29 ~ 2022-10-28
  • Role: leader
  • Manager: Jae Han Park
  • Project summary:

    • Pre-processing

      •  Image processing like background subtraction for complexity reduction
      •  Data augmentation 
      •  Region of Interest (Frequency) Extraction 
    • Localization Loss Removal
      •  Existing object detection = localizaiton + classification 
      •  Fixed enviroment : removng localization for complexity reduction 
    • Non-FPN structure.
      • Fixed size of the target object : the optimized layer without merging the features of each layer (No need of FPN structure)
    • Change the convolution filter.
      •  Fixed patch size of filter 
    • Using a hardware accelerator.
      •  Use external GPU accelerators (Neural Computing Stick 2)

  • Acknowledgement
    • 국문표기: empty
    • English: empty
  • Images: