tf.image.random_flip_left_right
Stay organized with collections
Save and categorize content based on your preferences.
Randomly flip an image horizontally (left to right).
tf.image.random_flip_left_right(
image, seed=None
)
With a 1 in 2 chance, outputs the contents of image
flipped along the
second dimension, which is width
. Otherwise output the image as-is.
When passing a batch of images, each image will be randomly flipped
independent of other images.
Example usage:
import numpy as np
image = np.array([[[1], [2]], [[3], [4]]])
tf.image.random_flip_left_right(image, 5).numpy().tolist()
[[[2], [1]], [[4], [3]]]
Randomly flip multiple images.
images = np.array(
... [
... [[[1], [2]], [[3], [4]]],
... [[[5], [6]], [[7], [8]]]
... ])
tf.image.random_flip_left_right(images, 6).numpy().tolist()
[[[[2], [1]], [[4], [3]]], [[[5], [6]], [[7], [8]]]]
Args |
image
|
4-D Tensor of shape [batch, height, width, channels] or 3-D Tensor
of shape [height, width, channels] .
|
seed
|
A Python integer. Used to create a random seed. See
tf.compat.v1.set_random_seed for behavior.
|
Returns |
A tensor of the same type and shape as image .
|
Raises |
ValueError
|
if the shape of image not supported.
|
Except as otherwise noted, the content of this page is licensed under the Creative Commons Attribution 4.0 License, and code samples are licensed under the Apache 2.0 License. For details, see the Google Developers Site Policies. Java is a registered trademark of Oracle and/or its affiliates.
Last updated 2020-10-01 UTC.
[null,null,["Last updated 2020-10-01 UTC."],[],[],null,["# tf.image.random_flip_left_right\n\n\u003cbr /\u003e\n\n|-----------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------|\n| [TensorFlow 1 version](/versions/r1.15/api_docs/python/tf/image/random_flip_left_right) | [View source on GitHub](https://github.com/tensorflow/tensorflow/blob/v2.2.0/tensorflow/python/ops/image_ops_impl.py#L363-L401) |\n\nRandomly flip an image horizontally (left to right).\n\n#### View aliases\n\n\n**Compat aliases for migration**\n\nSee\n[Migration guide](https://www.tensorflow.org/guide/migrate) for\nmore details.\n\n[`tf.compat.v1.image.random_flip_left_right`](/api_docs/python/tf/image/random_flip_left_right)\n\n\u003cbr /\u003e\n\n tf.image.random_flip_left_right(\n image, seed=None\n )\n\nWith a 1 in 2 chance, outputs the contents of `image` flipped along the\nsecond dimension, which is `width`. Otherwise output the image as-is.\nWhen passing a batch of images, each image will be randomly flipped\nindependent of other images.\n\n#### Example usage:\n\n import numpy as np\n\n image = np.array([[[1], [2]], [[3], [4]]])\n tf.image.random_flip_left_right(image, 5).numpy().tolist()\n [[[2], [1]], [[4], [3]]]\n\nRandomly flip multiple images.\n\u003e \u003e \u003e images = np.array(\n\u003e \u003e \u003e ... \\[\n\u003e \u003e \u003e ... \\[\\[\\[1\\], \\[2\\]\\], \\[\\[3\\], \\[4\\]\\]\\],\n\u003e \u003e \u003e ... \\[\\[\\[5\\], \\[6\\]\\], \\[\\[7\\], \\[8\\]\\]\\]\n\u003e \u003e \u003e ... \\])\n\u003e \u003e \u003e tf.image.random_flip_left_right(images, 6).numpy().tolist()\n\u003e \u003e \u003e \\[\\[\\[\\[2\\], \\[1\\]\\], \\[\\[4\\], \\[3\\]\\]\\], \\[\\[\\[5\\], \\[6\\]\\], \\[\\[7\\], \\[8\\]\\]\\]\\]\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n| Args ---- ||\n|---------|----------------------------------------------------------------------------------------------------------------------------------------|\n| `image` | 4-D Tensor of shape `[batch, height, width, channels]` or 3-D Tensor of shape `[height, width, channels]`. |\n| `seed` | A Python integer. Used to create a random seed. See [`tf.compat.v1.set_random_seed`](../../tf/compat/v1/set_random_seed) for behavior. |\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n| Returns ------- ||\n|---|---|\n| A tensor of the same type and shape as `image`. ||\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n| Raises ------ ||\n|--------------|----------------------------------------|\n| `ValueError` | if the shape of `image` not supported. |\n\n\u003cbr /\u003e"]]