Dilated(扩张/空洞)卷积

tf.nn.atrous_conv2d(value,filters,rate,padding,name=None）

深度可分离卷积

tf.layers.separable_conv2d(inputs,
                         filters,
                         kernel_size,
                         strides=(1, 1),
                         padding='valid',
                         data_format='channels_last',
                         dilation_rate=(1, 1),
                         depth_multiplier=1,
                         activation=None,
                         use_bias=True,
                         depthwise_initializer=None,
                         pointwise_initializer=None,
                         bias_initializer=init_ops.zeros_initializer(),
                         depthwise_regularizer=None,
                         pointwise_regularizer=None,
                         bias_regularizer=None,
                         activity_regularizer=None,
                         depthwise_constraint=None,
                         pointwise_constraint=None,
                         bias_constraint=None,
                         trainable=True,
                         name=None,
                         reuse=None)