Guide-linked quiz · Medium Level

Real-ESRGAN Practical Restoration Quiz

Learn how Real-ESRGAN simulates real-world image degradation and handles noise, compression, and memory constraints during restoration.

Question 1 of 8

What key weakness of the original ESRGAN did Real-ESRGAN address?

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Answers and explanations appear as you take the quiz.

  1. What key weakness of the original ESRGAN did Real-ESRGAN address?
    • It was trained only on clean bicubic downscaling
    • It only worked on grayscale images
    • It could not run on GPUs
    • It required paired real photos
  2. What is Real-ESRGAN's 'high-order degradation' model?
    • A higher-resolution generator
    • A chain of multiple random degradations applied in sequence
    • A new attention mechanism
    • A larger discriminator
  3. What discriminator architecture does Real-ESRGAN use?
    • A single linear classifier
    • A recurrent network
    • A U-Net with spectral normalization
    • A frozen VGG
  4. Which artifacts do the 'sinc' filters in Real-ESRGAN reproduce?
    • Color banding
    • Lens flare
    • Chromatic aberration
    • Ringing and overshoot
  5. What backbone does the Real-ESRGAN generator retain from ESRGAN?
    • The RRDB blocks
    • A transformer encoder
    • A diffusion U-Net
    • An LSTM stack
  6. In GFPGAN’s documented inference command, which background upsampler is set by default?
    • Real-ESRGAN
    • ESRGAN only
    • A fixed bicubic resize
    • No background upsampler is supported
  7. What kind of images is Real-ESRGAN’s anime checkpoint intended to restore?
    • Only medical CT scans
    • Only satellite photographs
    • Anime illustrations
    • Only grayscale handwritten documents
  8. Why can tiled inference help when restoring a very large image?
    • It guarantees that every tile contains the same details
    • It replaces super-resolution with image compression
    • It prevents the model from seeing any neighboring pixels
    • It processes smaller patches to reduce peak memory use

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