Average Pooling 3D Layer - 3-D average pooling layer - Simulink (original) (raw)

3-D average pooling layer

Since R2024b

Libraries:
Deep Learning Toolbox / Deep Learning Layers / Pooling Layers

Description

The Average Pooling 3D Layer block performs downsampling by dividing three-dimensional input into cuboidal pooling regions, then computing the average values of each region. This block accepts 3-D image data in the SSSC format (four dimensions corresponding to three spatial dimensions and one channel dimension, in that order) and pools over the spatial dimensions.

The exportNetworkToSimulink function generates this block to represent an averagePooling3dLayer object.

Limitations

• The Layer parameter has limited support for the'manual' padding mode. It is recommended to use anaveragePooling3dLayer object that has thePaddingMode property set to 'same'.
• The Layer parameter does not supportaveragePooling3dLayer objects that have thePaddingValue property set to "mean". If you specify an object that uses that padding value, the block produces a warning and uses the value 0 instead.

Ports

Input

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Input data to downsample. The data must have four dimensions corresponding to three spatial dimensions and one channel dimension, in that order.

Data Types: single | double | int8 | int16 | int32 | int64 | uint8 | uint16 | uint32 | uint64 | fixed point

Output

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The result of downsampling the input data. The output data has four dimensions corresponding to three spatial dimensions and one channel dimension, in that order.

Data Types: single | double | int8 | int16 | int32 | int64 | uint8 | uint16 | uint32 | uint64 | fixed point

Parameters

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To edit block parameters interactively, use theProperty Inspector. From the Simulink® Toolstrip, on the Simulation tab, in thePrepare gallery, select Property Inspector.

Main

Specify the name of a workspace variable that contains anaveragePooling3dLayer object from a trained network. TheAverage Pooling 3D Layer block configures itself by using the properties of the object.

Programmatic Use

Data format for the input data. The options use the same notation as the fmt argument of thedlarray object, except layer blocks do not support the Batch (B) dimension and instead assume an observation number of1.

Programmatic Use

Data Types

Minimum value of the output range that the software checks.

The software uses the minimum value to perform:

• Parameter range checking for some blocks. For more information, see Specify Minimum and Maximum Values for Block Parameters (Simulink).
• Simulation range checking. For more information, see Specify Signal Ranges (Simulink) andEnable Simulation Range Checking (Simulink).
• Automatic scaling of fixed-point data types.
• Optimization of the code that you generate from the model. This optimization can remove algorithmic code and affect the results of some simulation modes, such as SIL or external mode. For more information, seeOptimize using the specified minimum and maximum values (Embedded Coder).

Tips

Output minimum does not saturate or clip the actual output signal. Use the Saturation (Simulink) block instead.

Programmatic Use

To set the block parameter value programmatically, use the set_param (Simulink) function.

Maximum value of the output range that the software checks.

The software uses the maximum value to perform:

• Parameter range checking for some blocks. For more information, see Specify Minimum and Maximum Values for Block Parameters (Simulink).
• Simulation range checking. For more information, see Specify Signal Ranges (Simulink) andEnable Simulation Range Checking (Simulink).
• Automatic scaling of fixed-point data types.
• Optimization of the code that you generate from the model. This optimization can remove algorithmic code and affect the results of some simulation modes, such as SIL or external mode. For more information, seeOptimize using the specified minimum and maximum values (Embedded Coder).

Tips

Output maximum does not saturate or clip the actual output signal. Use the Saturation (Simulink) block instead.

Programmatic Use

To set the block parameter value programmatically, use the set_param (Simulink) function.

Choose the data type for the output. The type can be inherited, specified directly, or expressed as a data type object such as Simulink.NumericType. When you select Inherit: Inherit via internal rule, Simulink chooses a data type to balance numerical accuracy, performance, and generated code size, while taking into account the properties of the embedded target hardware.

Programmatic Use

To set the block parameter value programmatically, use the set_param (Simulink) function.

Select this parameter to prevent the fixed-point tools from overriding the Output data type you specify on the block. For more information, see Use Lock Output Data Type Setting (Fixed-Point Designer).

Programmatic Use

To set the block parameter value programmatically, use the set_param (Simulink) function.

Specify the rounding mode for fixed-point operations. For more information, see Rounding Modes (Fixed-Point Designer).

Block parameters always round to the nearest representable value. To control the rounding of a block parameter, enter an expression using a MATLAB® rounding function in the mask field.

Programmatic Use

To set the block parameter value programmatically, use the set_param (Simulink) function.

Specify whether integer overflows saturate or wrap.

• on — Overflows saturate to either the minimum or maximum value that the data type can represent.
• off — Overflows wrap to the appropriate value that the data type can represent.

For example, the maximum value that the signed 8-bit integer int8 can represent is 127. Any block operation result greater than the maximum value causes overflow of the 8-bit integer.

• With this parameter selected, the block output saturates at 127. Similarly, the block output saturates at a minimum output value of –128.
• With this parameter cleared, the software interprets the overflow-causing value as int8, which can produce an unintended result. For example, a block result of 130 (binary 1000 0010) expressed asint8 is –126.

Tips

• Set this parameter to on when your model has a possible overflow and you want explicit saturation protection in the generated code.
• To optimize the efficiency of your generated code, keep the defaultoff setting for this parameter. Using the default setting also helps you avoid overspecifying how the block handles out-of-range signals. For more information, see Troubleshoot Signal Range Errors (Simulink).
• When you select this parameter, saturation applies to every internal operation on the block, not just the output or the result.
• In general, the code generation process can detect when overflow is not possible. In this case, the code generator does not produce saturation code.

Programmatic Use

To set the block parameter value programmatically, use the set_param (Simulink) function.

Choose the data type of the accumulator of the Sum of Elements block AvgPooling/Sum of Elements inside the Average Pooling 3D Layer block. The type can be inherited, specified directly, or expressed as a data type object such as Simulink.NumericType. When you select Inherit: Inherit via internal rule, Simulink chooses a data type to balance numerical accuracy, performance, and generated code size, while taking into account the properties of the embedded target hardware.

Programmatic Use

To set the block parameter value programmatically, use the set_param (Simulink) function.

Choose the data type for the output of the Constant blockAvgPooling/NumPoolingElements inside the Average Pooling 3D Layer block. The type can be inherited, specified directly, or expressed as a data type object such as Simulink.NumericType.

The NumPoolingElements Constant block computes the number of pooling elements by calculating the product of the elements of the PoolSize property of the object that you specify with the Layer parameter.

Programmatic Use

To set the block parameter value programmatically, use the set_param (Simulink) function.

Execution

Specify the discrete interval between sample time hits or specify another type of sample time, such as continuous (0) or inherited (-1). For more options, see Types of Sample Time (Simulink).

By default, the block inherits its sample time based on the context of the block within the model.

Programmatic Use

To set the block parameter value programmatically, use the set_param (Simulink) function.

Extended Capabilities

Version History

Introduced in R2024b

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Starting in R2025a, the default value for the Layer parameter is 'layerObject'. In previous versions, the default value is 'layer'. If you have code that programmatically creates Simulink and relies on variables with the name 'layer', update your code so that the variable has the name 'layerObject'.