Geometric Reconstruction Using Self Organizing Neural Networks (NN)

This is Visual Studio C++ code written by Jacob Barhak as part of the Ph.D. thesis that is also provided.

The code implements several types of self organizing Neural Networks for the purpose of reconstructing meshes from point clouds.

Some point cloud samples are provided in the samples directory.

The following publications use this code:

F. L. Krause, A. Fischer, N. Gross, J. Barhak, "Reconstruction of Freeform Objects with Arbitrary Topology Using Neural Networks and Subdivision Techniques", CIRP Annals, STC Dn, 52/1/2003, p.125, 2003, Online.
J. Barhak, "Reconstruction of Freeform Objects with Arbitrary Topology from Multi Range Images", Ph.D. Thesis, Mechanical Engineering faculty, Technion, Haifa, Israel, 2003. Seminar on the subject presented on October 24th 2002, Online.

For further information regarding the software use, please contact:

Jacob Barhak Ph.D.

Email: jacob.barhak@gmail.com

License

Copyright (C) 2012 Technion, all rights reserved THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

The NN code and scanning samples are for demo purposes only. Individuals or academic institutes are free to use the NN code using this version as long as they acknowledge its use. Commercial licensing is managed by the Technion Industry Liaison Office.

This license file must appear in all copies made of the software and its derivatives.

Name		Name	Last commit message	Last commit date
Latest commit History 3 Commits
res		res
samples		samples
.gitattributes		.gitattributes
.gitignore		.gitignore
ChildFrm.cpp		ChildFrm.cpp
ChildFrm.h		ChildFrm.h
Edge.cpp		Edge.cpp
EdgeList.cpp		EdgeList.cpp
Face.cpp		Face.cpp
FaceList.cpp		FaceList.cpp
GrowinNeuralGasPage.cpp		GrowinNeuralGasPage.cpp
GrowinNeuralGasPage.h		GrowinNeuralGasPage.h
GrowingGridPage.cpp		GrowingGridPage.cpp
GrowingGridPage.h		GrowingGridPage.h
InitNeuralNetworkDialog.cpp		InitNeuralNetworkDialog.cpp
InitNeuralNetworkDialog.h		InitNeuralNetworkDialog.h
Jacob_Barhak_PhD_Thesis.pdf		Jacob_Barhak_PhD_Thesis.pdf
License.txt		License.txt
MainFrm.cpp		MainFrm.cpp
MainFrm.h		MainFrm.h
MyPoint.cpp		MyPoint.cpp
NN.APS		NN.APS
NN.clw		NN.clw
NN.cpp		NN.cpp
NN.dsp		NN.dsp
NN.dsw		NN.dsw
NN.h		NN.h
NN.ncb		NN.ncb
NN.opt		NN.opt
NN.plg		NN.plg
NN.rc		NN.rc
NN.sln		NN.sln
NN.suo		NN.suo
NN.vcproj		NN.vcproj
NN.vcxproj		NN.vcxproj
NN.vcxproj.filters		NN.vcxproj.filters
NN.vcxproj.user		NN.vcxproj.user
NNDoc.cpp		NNDoc.cpp
NNDoc.h		NNDoc.h
NNView.cpp		NNView.cpp
NNView.h		NNView.h
NetDialog.cpp		NetDialog.cpp
NetDialog.h		NetDialog.h
NetTrainDlg.cpp		NetTrainDlg.cpp
NetTrainDlg.h		NetTrainDlg.h
NeuralGasPage.cpp		NeuralGasPage.cpp
NeuralGasPage.h		NeuralGasPage.h
NeuralNet.cpp		NeuralNet.cpp
NeuralNet.h		NeuralNet.h
Neuron.cpp		Neuron.cpp
NeuronGraphics.cpp		NeuronGraphics.cpp
NeuronList.cpp		NeuronList.cpp
PointList.cpp		PointList.cpp
README.md		README.md
ReadMe.txt		ReadMe.txt
SamplePoint.cpp		SamplePoint.cpp
SelfOrganizingFeatureMapPage.cpp		SelfOrganizingFeatureMapPage.cpp
SelfOrganizingFeatureMapPage.h		SelfOrganizingFeatureMapPage.h
StdAfx.cpp		StdAfx.cpp
StdAfx.h		StdAfx.h
TrainNetDialogPropSheet.cpp		TrainNetDialogPropSheet.cpp
TrainNetDialogPropSheet.h		TrainNetDialogPropSheet.h
UpgradeLog.htm		UpgradeLog.htm
ViewParamDlg.cpp		ViewParamDlg.cpp
ViewParamDlg.h		ViewParamDlg.h
resource.h		resource.h

License

Jacob-Barhak/NN

Folders and files

Latest commit

History

Repository files navigation

Geometric Reconstruction Using Self Organizing Neural Networks (NN)

License

About

Resources

License

Stars

Watchers