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Compact Semantic Segmentation and Depth Estimation with Multi-task Learning

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Multi-task AI on Google Colab: Simultaneous Image Segmentation and Depth Estimation

Implementasi program untuk webinar BISA AI - Kampus Merdeka:

Run di Google Colab:

  1. Login akun google masing-masing
  2. Run google colab ini atau ini
    • Ganti VM resource ke GPU untuk pemrosesan yang lebih cepat
    • Ganti variable 'rootdir' sesuai dengan direktori project di google drive anda masing-masing

Run di Local PC:

  1. Download dan extract dataset cityscapes
    • leftImg8bit_trainvaltest.zip (11GB)
    • gtFine_trainvaltest.zip (241MB)
    • disparity_trainvaltest.zip (3.5GB)
  2. Run jupyter notebook dan buka mtl_seg_dep_local.ipynb
  3. Jalankan program sesuai instruksi yang tertulis di notebook
    • Ganti variable 'rootdir' sesuai dengan direktori project di local PC anda masing-masing
  4. Trained model untuk inference dapat didownload di sini

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