tf.image
Image processing and decoding ops. See the Images guide.
adjust_brightness(...)
: Adjust the brightness of RGB or Grayscale images.
adjust_contrast(...)
: Adjust contrast of RGB or grayscale images.
adjust_gamma(...)
: Performs Gamma Correction on the input image.
adjust_hue(...)
: Adjust hue of an RGB image.
adjust_saturation(...)
: Adjust saturation of an RGB image.
central_crop(...)
: Crop the central region of the image.
convert_image_dtype(...)
: Convert image
to dtype
, scaling its values if needed.
crop_and_resize(...)
: Extracts crops from the input image tensor and bilinearly resizes them (possibly
crop_to_bounding_box(...)
: Crops an image to a specified bounding box.
decode_gif(...)
: Decode the first frame of a GIF-encoded image to a uint8 tensor.
decode_image(...)
: Convenience function for decode_gif
, decode_jpeg
, and decode_png
.
decode_jpeg(...)
: Decode a JPEG-encoded image to a uint8 tensor.
decode_png(...)
: Decode a PNG-encoded image to a uint8 or uint16 tensor.
draw_bounding_boxes(...)
: Draw bounding boxes on a batch of images.
encode_jpeg(...)
: JPEG-encode an image.
encode_png(...)
: PNG-encode an image.
extract_glimpse(...)
: Extracts a glimpse from the input tensor.
flip_left_right(...)
: Flip an image horizontally (left to right).
flip_up_down(...)
: Flip an image horizontally (upside down).
grayscale_to_rgb(...)
: Converts one or more images from Grayscale to RGB.
hsv_to_rgb(...)
: Convert one or more images from HSV to RGB.
non_max_suppression(...)
: Greedily selects a subset of bounding boxes in descending order of score,
pad_to_bounding_box(...)
: Pad image
with zeros to the specified height
and width
.
per_image_standardization(...)
: Linearly scales image
to have zero mean and unit norm.
random_brightness(...)
: Adjust the brightness of images by a random factor.
random_contrast(...)
: Adjust the contrast of an image by a random factor.
random_flip_left_right(...)
: Randomly flip an image horizontally (left to right).
random_flip_up_down(...)
: Randomly flips an image vertically (upside down).
random_hue(...)
: Adjust the hue of an RGB image by a random factor.
random_saturation(...)
: Adjust the saturation of an RGB image by a random factor.
resize_area(...)
: Resize images
to size
using area interpolation.
resize_bicubic(...)
: Resize images
to size
using bicubic interpolation.
resize_bilinear(...)
: Resize images
to size
using bilinear interpolation.
resize_image_with_crop_or_pad(...)
: Crops and/or pads an image to a target width and height.
resize_images(...)
: Resize images
to size
using the specified method
.
resize_nearest_neighbor(...)
: Resize images
to size
using nearest neighbor interpolation.
rgb_to_grayscale(...)
: Converts one or more images from RGB to Grayscale.
rgb_to_hsv(...)
: Converts one or more images from RGB to HSV.
rot90(...)
: Rotate an image counter-clockwise by 90 degrees.
sample_distorted_bounding_box(...)
: Generate a single randomly distorted bounding box for an image.
total_variation(...)
: Calculate and return the total variation for one or more images.
transpose_image(...)
: Transpose an image by swapping the first and second dimension.
Defined in tensorflow/python/ops/image_ops.py
.
© 2017 The TensorFlow Authors. All rights reserved.
Licensed under the Creative Commons Attribution License 3.0.
Code samples licensed under the Apache 2.0 License.
https://www.tensorflow.org/api_docs/python/tf/image