quiz bu lëkkale ak tegtal · Diggante Niveau

Fréchet Distance Quiz

Xoolaat FID's man-man-espace Gaussian comparaison ak sensitivite sample-size, boole ci yeneen anam ngir jàngat njubte ak wuute ci nataal yiñ defar.

Yooni njiit yu jëm ciFr Chet Distance de départ
Laaj 1 de 8

Luy wane poñ FID bu gëna ndaw?

Xoolaatal laaj bu nekk8 laaj

Sooy def quiz bi, tontu yi ak leeral yi dañuy feeñ.

  1. Luy wane poñ FID bu gëna ndaw?
    • Limu nataal yiñ defar ñoo gëna jege limu nataal dëgg yi
    • Nataal yiñ defar duñu gëna dëggu
    • Modèle bi ñu tàggat ci diir bu néew
    • Nataal yi dañu gëna am dayo
  2. Ban reso buñu tàggat bu njëkk la FID standard di jëfandikoo ngir dindi màndarga nataal yi?
    • Resnet-50
    • Tambali-v3
    • VGG-16
    • Bert
  3. naka la FID di tënkee màndarga nataal bu nekk balaa mu leen di méngale?
    • Benn valeur pixel moyen
    • Ni limu tur fichier yuñ tànnee
    • Ni Gaussian bu bari coppite ak vecteur moyen ak matrix kowarians
    • Histogram bu chaine melo yi kese
  4. Lan mooy jafe-jafe bi gëna mag ci poñ yi FID joxe ci ndoorte li?
    • Njortu ndoorte li yeexoon na lool ngir xayma
    • Njortu ndoorte li liggéey ci bind kese
    • Njortu ndoorte soxlawul reso neuronal
    • Njortu ndoorte musul méngale nataal yiñ defar ak done dëgg
  5. When a generator produces less varied Inception features than the real images, how can that affect FID?
    • A covariance mismatch can contribute to a higher FID
    • FID must become zero
    • FID ignores feature diversity
    • FID automatically identifies the exact cause of the collapse
  6. In the Diffusion Models Beat GANs comparison, how was FID evaluated for ImageNet?
    • With 500 generated samples
    • With 50,000 generated samples
    • With 5,000 generated samples
    • With 5 million generated samples
  7. Why can a small evaluation set make an FID estimate unreliable?
    • FID requires every image to have a human label
    • The Inception network stops extracting features on small sets
    • Finite-sample bias can distort the estimated distance between feature distributions
    • Small sets force all covariance values to zero
  8. What does Kernel Inception Distance (KID) offer as an alternative in the guide?
    • A method for training the Inception-v3 network
    • A way to generate image captions
    • A measure of video frame rate
    • A metric used for evaluation when sample counts are smaller