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Very Large 3D Input Size to Convolutional Network


Deconvolutional Network in Semantic SegmentationFully Convolutional Network: How ToHow does a convolutional ply differ from an ordinary convolutional network?Neural network training with known erroneous dataConvolutional neural network fast fourier transformBatching in Recurrent Neural Networks (RNNs) when there is only a single instance per time step?Breaking captcha with a neural network - Learning deep learningChanging the shape of the input layer in tensorflowExtracting Useful features from large convolutional layersInput explanatory categorical variables along with time series into neural network













0












$begingroup$


I would like to use a 3D convolutional network on a 2000x2000x2000 volume for segmentation. I know I can break the volume into chunks that can fit in VRAM, but I was wondering if there was a way to analyze the entire 3D volume at once.










share|improve this question







New contributor




Albert is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.







$endgroup$











  • $begingroup$
    Do you actually need such a resolution? Maybe you could downsample your inputs. I would not start with the best resolution possibel.
    $endgroup$
    – MachineLearner
    yesterday










  • $begingroup$
    I do require this resolution because the objects can be very small (such as a 1 voxel wide segmentation).
    $endgroup$
    – Albert
    yesterday















0












$begingroup$


I would like to use a 3D convolutional network on a 2000x2000x2000 volume for segmentation. I know I can break the volume into chunks that can fit in VRAM, but I was wondering if there was a way to analyze the entire 3D volume at once.










share|improve this question







New contributor




Albert is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.







$endgroup$











  • $begingroup$
    Do you actually need such a resolution? Maybe you could downsample your inputs. I would not start with the best resolution possibel.
    $endgroup$
    – MachineLearner
    yesterday










  • $begingroup$
    I do require this resolution because the objects can be very small (such as a 1 voxel wide segmentation).
    $endgroup$
    – Albert
    yesterday













0












0








0





$begingroup$


I would like to use a 3D convolutional network on a 2000x2000x2000 volume for segmentation. I know I can break the volume into chunks that can fit in VRAM, but I was wondering if there was a way to analyze the entire 3D volume at once.










share|improve this question







New contributor




Albert is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.







$endgroup$




I would like to use a 3D convolutional network on a 2000x2000x2000 volume for segmentation. I know I can break the volume into chunks that can fit in VRAM, but I was wondering if there was a way to analyze the entire 3D volume at once.







neural-network






share|improve this question







New contributor




Albert is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.











share|improve this question







New contributor




Albert is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.









share|improve this question




share|improve this question






New contributor




Albert is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.









asked yesterday









AlbertAlbert

1




1




New contributor




Albert is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.





New contributor





Albert is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.






Albert is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.











  • $begingroup$
    Do you actually need such a resolution? Maybe you could downsample your inputs. I would not start with the best resolution possibel.
    $endgroup$
    – MachineLearner
    yesterday










  • $begingroup$
    I do require this resolution because the objects can be very small (such as a 1 voxel wide segmentation).
    $endgroup$
    – Albert
    yesterday
















  • $begingroup$
    Do you actually need such a resolution? Maybe you could downsample your inputs. I would not start with the best resolution possibel.
    $endgroup$
    – MachineLearner
    yesterday










  • $begingroup$
    I do require this resolution because the objects can be very small (such as a 1 voxel wide segmentation).
    $endgroup$
    – Albert
    yesterday















$begingroup$
Do you actually need such a resolution? Maybe you could downsample your inputs. I would not start with the best resolution possibel.
$endgroup$
– MachineLearner
yesterday




$begingroup$
Do you actually need such a resolution? Maybe you could downsample your inputs. I would not start with the best resolution possibel.
$endgroup$
– MachineLearner
yesterday












$begingroup$
I do require this resolution because the objects can be very small (such as a 1 voxel wide segmentation).
$endgroup$
– Albert
yesterday




$begingroup$
I do require this resolution because the objects can be very small (such as a 1 voxel wide segmentation).
$endgroup$
– Albert
yesterday










0






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