tf.keras.backend.conv2d

tf.keras.backend.conv2d(
    x,
    kernel,
    strides=(1, 1),
    padding='valid',
    data_format=None,
    dilation_rate=(1, 1)
)

Defined in tensorflow/python/keras/_impl/keras/backend.py.

2D convolution.

Arguments:

  • x: Tensor or variable.
  • kernel: kernel tensor.
  • strides: strides tuple.
  • padding: string, "same" or "valid".
  • data_format: "channels_last" or "channels_first". Whether to use Theano or TensorFlow data format for inputs/kernels/outputs.
  • dilation_rate: tuple of 2 integers.

Returns:

A tensor, result of 2D convolution.

Raises:

  • ValueError: if data_format is neither channels_last or channels_first.