tf.image.random_contrast
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Adjust the contrast of an image or images by a random factor.
tf.image.random_contrast(
image, lower, upper, seed=None
)
Used in the notebooks
Equivalent to adjust_contrast()
but uses a contrast_factor
randomly
picked in the interval [lower, upper)
.
For producing deterministic results given a seed
value, use
tf.image.stateless_random_contrast
. Unlike using the seed
param
with tf.image.random_*
ops, tf.image.stateless_random_*
ops guarantee the
same results given the same seed independent of how many times the function is
called, and independent of global seed settings (e.g. tf.random.set_seed).
Args |
image
|
An image tensor with 3 or more dimensions.
|
lower
|
float. Lower bound for the random contrast factor.
|
upper
|
float. Upper bound for the random contrast factor.
|
seed
|
A Python integer. Used to create a random seed. See
tf.compat.v1.set_random_seed for behavior.
|
Usage Example:
x = [[[1.0, 2.0, 3.0],
[4.0, 5.0, 6.0]],
[[7.0, 8.0, 9.0],
[10.0, 11.0, 12.0]]]
tf.image.random_contrast(x, 0.2, 0.5)
<tf.Tensor: shape=(2, 2, 3), dtype=float32, numpy=...>
Returns |
The contrast-adjusted image(s).
|
Raises |
ValueError
|
if upper <= lower or if lower < 0 .
|
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Last updated 2024-04-26 UTC.
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