2026

Artificial Intelligence & Machine Learning

Hard AI Vision Quiz: Test Your Expertise

A rigorous set of questions probing state‑of‑the‑art visual AI methods.

#deep learning#computer vision#transformers#self-supervised#image segmentation

Quiz Intelligence

Total Questions

6

Difficulty Level

hard

Progress

0/0

0%

Quiz Questions

Answer all questions below and test your knowledge.

1
In a Vision Transformer, decreasing the patch size from 16×16 to 8×8 most directly affects which aspect of the model?
Question 1
2
Which self‑supervised approach learns visual features by matching representations of differently augmented views without using negative pairs?
Question 2
3
When evaluating instance segmentation, which metric penalizes both false positives and false negatives while accounting for overlap?
Question 3
4
In a denoising diffusion probabilistic model, the reverse process is typically parameterized to predict which quantity?
Question 4
5
Zero‑shot image classification with CLIP relies on which of the following during inference?
Question 5
6
A model trained on Cityscapes often underperforms on night‑time driving scenes because of which type of bias?
Question 6

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Hard AI Vision Quiz: Test Your Expertise

Quiz Intelligence

Quiz Questions

In a Vision Transformer, decreasing the patch size from 16×16 to 8×8 most directly affects which aspect of the model?

Which self‑supervised approach learns visual features by matching representations of differently augmented views without using negative pairs?

When evaluating instance segmentation, which metric penalizes both false positives and false negatives while accounting for overlap?

In a denoising diffusion probabilistic model, the reverse process is typically parameterized to predict which quantity?

Zero‑shot image classification with CLIP relies on which of the following during inference?

A model trained on Cityscapes often underperforms on night‑time driving scenes because of which type of bias?