diff --git a/examples/SimpleImageClassifier/SimpleImageClassifierPaddingCroppingSwish.lpi b/examples/SimpleImageClassifier/SimpleImageClassifierPaddingCroppingSwish.lpi
new file mode 100644
index 00000000..55bf4754
--- /dev/null
+++ b/examples/SimpleImageClassifier/SimpleImageClassifierPaddingCroppingSwish.lpi
@@ -0,0 +1,174 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<CONFIG>
+  <ProjectOptions>
+    <Version Value="11"/>
+    <PathDelim Value="\"/>
+    <General>
+      <Flags>
+        <MainUnitHasCreateFormStatements Value="False"/>
+      </Flags>
+      <SessionStorage Value="InProjectDir"/>
+      <MainUnit Value="0"/>
+      <Title Value="CIFAR-10 Classification Example"/>
+      <UseAppBundle Value="False"/>
+      <ResourceType Value="res"/>
+    </General>
+    <i18n>
+      <EnableI18N LFM="False"/>
+    </i18n>
+    <BuildModes Count="3">
+      <Item1 Name="Default" Default="True"/>
+      <Item2 Name="Debug">
+        <CompilerOptions>
+          <Version Value="11"/>
+          <PathDelim Value="\"/>
+          <Target>
+            <Filename Value="..\..\bin\$(TargetCPU)-$(TargetOS)\bin\SimpleImageClassifierPaddingCroppingSwish"/>
+          </Target>
+          <SearchPaths>
+            <IncludeFiles Value="..\..\neural;$(ProjOutDir)"/>
+            <OtherUnitFiles Value="..\..\neural;$(LazarusDir)\lcl\units\$(TargetCPU)-$(TargetOS);$(LazarusDir)\components\lazutils\lib\$(TargetCPU)-$(TargetOS)"/>
+            <UnitOutputDirectory Value="..\..\bin\$(TargetCPU)-$(TargetOS)\units"/>
+          </SearchPaths>
+          <Parsing>
+            <SyntaxOptions>
+              <IncludeAssertionCode Value="True"/>
+            </SyntaxOptions>
+          </Parsing>
+          <CodeGeneration>
+            <Checks>
+              <IOChecks Value="True"/>
+              <RangeChecks Value="True"/>
+              <OverflowChecks Value="True"/>
+              <StackChecks Value="True"/>
+            </Checks>
+            <VerifyObjMethodCallValidity Value="True"/>
+          </CodeGeneration>
+          <Linking>
+            <Debugging>
+              <DebugInfoType Value="dsDwarf2Set"/>
+              <UseValgrind Value="True"/>
+              <UseExternalDbgSyms Value="True"/>
+            </Debugging>
+          </Linking>
+          <Other>
+            <CustomOptions Value="-dDebug
+-dAVX"/>
+            <OtherDefines Count="3">
+              <Define0 Value="Debug"/>
+              <Define1 Value="AVX"/>
+              <Define2 Value="MakeQuick"/>
+            </OtherDefines>
+          </Other>
+        </CompilerOptions>
+      </Item2>
+      <Item3 Name="Release">
+        <CompilerOptions>
+          <Version Value="11"/>
+          <PathDelim Value="\"/>
+          <Target>
+            <Filename Value="..\..\bin\$(TargetCPU)-$(TargetOS)\bin\SimpleImageClassifierPaddingCroppingSwish"/>
+          </Target>
+          <SearchPaths>
+            <IncludeFiles Value="..\..\neural;$(ProjOutDir)"/>
+            <OtherUnitFiles Value="..\..\neural;$(LazarusDir)\lcl\units\$(TargetCPU)-$(TargetOS);$(LazarusDir)\components\lazutils\lib\$(TargetCPU)-$(TargetOS)"/>
+            <UnitOutputDirectory Value="..\..\bin\$(TargetCPU)-$(TargetOS)\units"/>
+          </SearchPaths>
+          <CodeGeneration>
+            <SmartLinkUnit Value="True"/>
+            <Optimizations>
+              <OptimizationLevel Value="3"/>
+            </Optimizations>
+          </CodeGeneration>
+          <Linking>
+            <Debugging>
+              <GenerateDebugInfo Value="False"/>
+            </Debugging>
+            <LinkSmart Value="True"/>
+          </Linking>
+          <Other>
+            <CustomOptions Value="-dRelease
+-dAVX"/>
+            <OtherDefines Count="5">
+              <Define0 Value="Release"/>
+              <Define1 Value="Debug"/>
+              <Define2 Value="CheckRange"/>
+              <Define3 Value="AVX2"/>
+              <Define4 Value="AVX"/>
+            </OtherDefines>
+          </Other>
+        </CompilerOptions>
+      </Item3>
+    </BuildModes>
+    <PublishOptions>
+      <Version Value="2"/>
+    </PublishOptions>
+    <RunParams>
+      <local>
+        <CommandLineParams Value="-a 3"/>
+      </local>
+      <FormatVersion Value="2"/>
+      <Modes Count="1">
+        <Mode0 Name="default">
+          <local>
+            <CommandLineParams Value="-a 3"/>
+          </local>
+        </Mode0>
+      </Modes>
+    </RunParams>
+    <RequiredPackages Count="1">
+      <Item1>
+        <PackageName Value="multithreadprocslaz"/>
+      </Item1>
+    </RequiredPackages>
+    <Units Count="1">
+      <Unit0>
+        <Filename Value="SimpleImageClassifierPaddingCroppingSwish.lpr"/>
+        <IsPartOfProject Value="True"/>
+      </Unit0>
+    </Units>
+  </ProjectOptions>
+  <CompilerOptions>
+    <Version Value="11"/>
+    <PathDelim Value="\"/>
+    <Target>
+      <Filename Value="..\..\bin\$(TargetCPU)-$(TargetOS)\bin\SimpleImageClassifierPaddingCroppingSwish"/>
+    </Target>
+    <SearchPaths>
+      <IncludeFiles Value="..\..\neural;$(ProjOutDir)"/>
+      <OtherUnitFiles Value="..\..\neural;$(LazarusDir)\lcl\units\$(TargetCPU)-$(TargetOS);$(LazarusDir)\components\lazutils\lib\$(TargetCPU)-$(TargetOS)"/>
+      <UnitOutputDirectory Value="..\..\bin\$(TargetCPU)-$(TargetOS)\units"/>
+    </SearchPaths>
+    <CodeGeneration>
+      <Optimizations>
+        <OptimizationLevel Value="3"/>
+      </Optimizations>
+    </CodeGeneration>
+    <Linking>
+      <Debugging>
+        <GenerateDebugInfo Value="False"/>
+      </Debugging>
+    </Linking>
+    <Other>
+      <CustomOptions Value="-dAVX
+-dRelease"/>
+      <OtherDefines Count="2">
+        <Define0 Value="AVX"/>
+        <Define1 Value="Release"/>
+      </OtherDefines>
+    </Other>
+  </CompilerOptions>
+  <Debugging>
+    <Exceptions Count="3">
+      <Item1>
+        <Name Value="EAbort"/>
+      </Item1>
+      <Item2>
+        <Name Value="ECodetoolError"/>
+      </Item2>
+      <Item3>
+        <Name Value="EFOpenError"/>
+      </Item3>
+    </Exceptions>
+  </Debugging>
+</CONFIG>
diff --git a/examples/SimpleImageClassifier/SimpleImageClassifierPaddingCroppingSwish.lpr b/examples/SimpleImageClassifier/SimpleImageClassifierPaddingCroppingSwish.lpr
new file mode 100644
index 00000000..79f712ca
--- /dev/null
+++ b/examples/SimpleImageClassifier/SimpleImageClassifierPaddingCroppingSwish.lpr
@@ -0,0 +1,106 @@
+program SimpleImageClassifierPaddingCroppingSwish;
+(*
+ Coded by Joao Paulo Schwarz Schuler.
+ https://github.com/joaopauloschuler/neural-api
+*)
+{$mode objfpc}{$H+}
+
+uses {$IFDEF UNIX} {$IFDEF UseCThreads}
+  cthreads, {$ENDIF} {$ENDIF}
+  Classes, SysUtils, CustApp, neuralnetwork, neuralvolume,
+  Math, neuraldatasets, neuralfit, neuralthread;
+
+type
+  TTestCNNAlgo = class(TCustomApplication)
+  protected
+    procedure DoRun; override;
+  end;
+
+const
+  // Padding and cropping constants.
+  csPadding = 4;
+  csCropSize = csPadding * 2;
+
+  procedure TTestCNNAlgo.DoRun;
+  var
+    NN: TNNet;
+    NeuralFit: TNeuralImageFit;
+    ImgTrainingVolumes, ImgValidationVolumes, ImgTestVolumes: TNNetVolumeList;
+  begin
+    if not CheckCIFARFile() then
+    begin
+      Terminate;
+      exit;
+    end;
+    WriteLn('Creating Neural Network...');
+    NN := TNNet.Create();
+    NN.AddLayer([
+      TNNetInput.Create(32, 32, 3),
+      TNNetConvolutionLinear.Create({Features=}64, {FeatureSize=}5, {Padding=}2, {Stride=}1, {SuppressBias=}1),
+      TNNetMaxPool.Create(4),
+      TNNetMovingStdNormalization.Create(),
+      TNNetConvolutionLinear.Create({Features=}64, {FeatureSize=}3, {Padding=}1, {Stride=}1, {SuppressBias=}1),
+      TNNetSwish.Create(),
+      TNNetConvolutionLinear.Create({Features=}64, {FeatureSize=}3, {Padding=}1, {Stride=}1, {SuppressBias=}1),
+      TNNetSwish.Create(),
+      TNNetConvolutionLinear.Create({Features=}64, {FeatureSize=}3, {Padding=}1, {Stride=}1, {SuppressBias=}1),
+      TNNetSwish.Create(),
+      TNNetConvolutionLinear.Create({Features=}64, {FeatureSize=}3, {Padding=}1, {Stride=}1, {SuppressBias=}1),
+      TNNetSwish.Create(),
+      TNNetDropout.Create(0.5),
+      TNNetMaxPool.Create(2),
+      TNNetFullConnectLinear.Create(10),
+      TNNetSoftMax.Create()
+    ]);
+    NN.DebugStructure();
+    CreateCifar10Volumes(ImgTrainingVolumes, ImgValidationVolumes, ImgTestVolumes);
+
+    // Add padding to dataset
+    WriteLn
+    (
+      'Original image size: ',
+      ImgTrainingVolumes[0].SizeX,',',
+      ImgTrainingVolumes[0].SizeY,' px.'
+    );
+    ImgTrainingVolumes.AddPadding(csPadding);
+    ImgValidationVolumes.AddPadding(csPadding);
+    ImgTestVolumes.AddPadding(csPadding);
+    WriteLn
+    (
+      'New image size after padding: ',
+      ImgTrainingVolumes[0].SizeX,',',
+      ImgTrainingVolumes[0].SizeY,' px.'
+    );
+
+    NeuralFit := TNeuralImageFit.Create;
+
+    // Enable cropping while fitting.
+    NeuralFit.HasImgCrop := true;
+    NeuralFit.MaxCropSize := csCropSize;
+
+    NeuralFit.FileNameBase := 'SimpleImageClassifierPaddingCroppingSwish-'+IntToStr(GetProcessId());
+    NeuralFit.InitialLearningRate := 0.001;
+    NeuralFit.LearningRateDecay := 0.01;
+    NeuralFit.StaircaseEpochs := 10;
+    NeuralFit.Inertia := 0.9;
+    NeuralFit.L2Decay := 0.00001;
+    NeuralFit.MaxThreadNum := 1;
+
+    NeuralFit.Fit(NN, ImgTrainingVolumes, ImgValidationVolumes, ImgTestVolumes, {NumClasses=}10, {batchsize=}64, {epochs=}50);
+    NeuralFit.Free;
+
+    NN.Free;
+    ImgTestVolumes.Free;
+    ImgValidationVolumes.Free;
+    ImgTrainingVolumes.Free;
+    Terminate;
+  end;
+
+var
+  Application: TTestCNNAlgo;
+begin
+  Application := TTestCNNAlgo.Create(nil);
+  Application.Title:='CIFAR-10 Classification Example';
+  Application.Run;
+  Application.Free;
+end.