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2026_ML pour la reconnaisance des formes

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Suppose:

  1. we are computing the Bag of Visual Words (BoVW) vector from an image;
  2. we computed 1472 descriptors (represented each by 128 integers) for this image;
  3. our codebook contains 256 elements;
  4. each element in our BoVW vector is represented by a float32 (4 bytes).

What is the size in bytes of the BoVW vector for this image (right after the encoding step, with the simplest possible pooling)?

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For this question, we use the following matrix notation to describe the homography which projects the point to the point :

Such matrix expresses transformations around the origin, and to perform a rotation around an arbitrary point we need to proceed as follows:
  1. Translate the rotation center to the origin;
  2. Perform the rotation;
  3. Apply the inverse translation to reposition the center of rotation to its original position.

Suppose we want to rotate our image around the point of coordinates by -90 degrees ().

What is the value of the component of the global transformation matrix?

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For this question, we use the following matrix notation to describe the homography which projects the point to the point :

Such matrix expresses transformations around the origin, and to perform a rotation around an arbitrary point we need to proceed as follows:
  1. Translate the rotation center to the origin;
  2. Perform the rotation;
  3. Apply the inverse translation to reposition the center of rotation to its original position.

Suppose we want to rotate our image around the point of coordinates by -90 degrees ().

What is the value of the component of the global transformation matrix?

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Among the following indexing techniques, which are the ones suitable for float descriptors?

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Among the following indexing techniques, which are the ones suitable for binary descriptors?

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What is the purpose of the ratio test used to filter descriptor matches?

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Suppose we match descriptors from a query set against a database of descriptors extracted from several images.

Our system is supposed to be implemented correctly, and that we perform a one-way match.

Among the following propositions, check the ones which are true.

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What would be the best measure, among the following, to compare unnormalized color histograms descriptors?

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Select the appropriate legend for each sub-figure A-C in the image above.

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Using scale-space theory, how does the value of (scale) used detect the disks of sunflowers in the backof the figure above compare to the one needed to detect the disks of sunflowers in the front (larger ones)?

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