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max-schaefer-dev/cloud-detection-demo

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Description

  • INFO: Rebuilding App with Dash, since Streamlit has it´s limitations
  • This is a follow up demo of my work done on the "On-Cloud-N: Cloud Cover Detection Challenge"
  • This demo showcases the performance of:
    • Each model on its own
    • Adding TTA
    • Model ensembling
  • Online available: Cloud Model Demo
  • To-Do:
    • prune and quantized to compress model size & speed up inference

Section 1: Choose sample

settings_section

  • Choose from 5 different samples
  • Choose one of the models or choose even an ensemble of model you want to predict with (3 in total)
  • Choose how many TTA you want to use (Test-Time Augmentations)

Section 2: Model selection & settings

inference_section

Section 3: Inference & analytics

inference_section

  • Different metric scores
  • Predicted vs true_label comparison
  • and more...

References