
Data augmentation - TensorFlow Core
Jul 19, 2024 · This tutorial demonstrates data augmentation: a technique to increase the diversity of your training set by applying random (but realistic) transformations, such as image rotation.
tf.keras.preprocessing.image.ImageDataGenerator | TensorFlow v2.16.1
Fits the data generator to some sample data. This computes the internal data stats related to the data-dependent transformations, based on an array of sample data.
데이터 증강 | TensorFlow Core
WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). tf.keras.layers.RandomContrast, tf.keras.layers.RandomCrop, …
データ増強 | TensorFlow Core
tf.image.flip_left_right 、 tf.image.rgb_to_grayscale 、 tf.image.adjust_brightness 、 tf.image.central_crop 、および tf.image.stateless_random* などの tf.image メソッドを使用します。
Working with preprocessing layers - TensorFlow Core
Apr 12, 2024 · If you're training on a GPU, this is the best option for the Normalization layer, and for all image preprocessing and data augmentation layers. Option 2: apply it to your tf.data.Dataset, so as …
数据增强 | TensorFlow Core
使用 tf.image 方法,例如 tf.image.flip_left_right 、 tf.image.rgb_to_grayscale 、 tf.image.adjust_brightness 、 tf.image.central_crop 和 tf.image.stateless_random*。
Image classification | TensorFlow Core
Apr 3, 2024 · Data augmentation takes the approach of generating additional training data from your existing examples by augmenting them using random transformations that yield believable-looking …
Transfer learning and fine-tuning - TensorFlow Core
Aug 16, 2024 · In this tutorial, you will learn how to classify images of cats and dogs by using transfer learning from a pre-trained network. A pre-trained model is a saved network that was previously …
Load and preprocess images - TensorFlow Core
Aug 16, 2024 · This tutorial shows how to load and preprocess an image dataset in three ways: First, you will use high-level Keras preprocessing utilities (such as …
Computer vision with TensorFlow | TensorFlow Core
Mar 23, 2024 · The KerasCV APIs can help with data augmentation, classification, object detection, segmentation, image generation, and other common CV workflows. You can use KerasCV to quickly …