Very Large 3D Input Size to Convolutional NetworkDeconvolutional 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

Pre-mixing cryogenic fuels and using only one fuel tank

How to convince somebody that he is fit for something else, but not this job?

Taxes on Dividends in a Roth IRA

Temporarily disable WLAN internet access for children, but allow it for adults

Find the next value of this number series

How do I tell my boss that I'm quitting soon, especially given that a colleague just left this week

US tourist/student visa

"It doesn't matter" or "it won't matter"?

Non-trope happy ending?

Will the Sticky MAC access policy prevent unauthorized hubs from connecting to a network?

What (the heck) is a Super Worm Equinox Moon?

Is it ethical to recieve stipend after publishing enough papers?

Is there a nicer/politer/more positive alternative for "negates"?

What does Apple's new App Store requirement mean

Has any country ever had 2 former presidents in jail simultaneously?

Why do ¬, ∀ and ∃ have the same precedence?

How do I fix the group tension caused by my character stealing and possibly killing without provocation?

What kind of floor tile is this?

A variation to the phrase "hanging over my shoulders"

Biological Blimps: Propulsion

What are some good ways to treat frozen vegetables such that they behave like fresh vegetables when stir frying them?

awk assign to multiple variables at once

Confused about Cramer-Rao lower bound and CLT

Mimic lecturing on blackboard, facing audience



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






active

oldest

votes











Your Answer





StackExchange.ifUsing("editor", function ()
return StackExchange.using("mathjaxEditing", function ()
StackExchange.MarkdownEditor.creationCallbacks.add(function (editor, postfix)
StackExchange.mathjaxEditing.prepareWmdForMathJax(editor, postfix, [["$", "$"], ["\\(","\\)"]]);
);
);
, "mathjax-editing");

StackExchange.ready(function()
var channelOptions =
tags: "".split(" "),
id: "557"
;
initTagRenderer("".split(" "), "".split(" "), channelOptions);

StackExchange.using("externalEditor", function()
// Have to fire editor after snippets, if snippets enabled
if (StackExchange.settings.snippets.snippetsEnabled)
StackExchange.using("snippets", function()
createEditor();
);

else
createEditor();

);

function createEditor()
StackExchange.prepareEditor(
heartbeatType: 'answer',
autoActivateHeartbeat: false,
convertImagesToLinks: false,
noModals: true,
showLowRepImageUploadWarning: true,
reputationToPostImages: null,
bindNavPrevention: true,
postfix: "",
imageUploader:
brandingHtml: "Powered by u003ca class="icon-imgur-white" href="https://imgur.com/"u003eu003c/au003e",
contentPolicyHtml: "User contributions licensed under u003ca href="https://creativecommons.org/licenses/by-sa/3.0/"u003ecc by-sa 3.0 with attribution requiredu003c/au003e u003ca href="https://stackoverflow.com/legal/content-policy"u003e(content policy)u003c/au003e",
allowUrls: true
,
onDemand: true,
discardSelector: ".discard-answer"
,immediatelyShowMarkdownHelp:true
);



);






Albert is a new contributor. Be nice, and check out our Code of Conduct.









draft saved

draft discarded


















StackExchange.ready(
function ()
StackExchange.openid.initPostLogin('.new-post-login', 'https%3a%2f%2fdatascience.stackexchange.com%2fquestions%2f47692%2fvery-large-3d-input-size-to-convolutional-network%23new-answer', 'question_page');

);

Post as a guest















Required, but never shown

























0






active

oldest

votes








0






active

oldest

votes









active

oldest

votes






active

oldest

votes








Albert is a new contributor. Be nice, and check out our Code of Conduct.









draft saved

draft discarded


















Albert is a new contributor. Be nice, and check out our Code of Conduct.












Albert is a new contributor. Be nice, and check out our Code of Conduct.











Albert is a new contributor. Be nice, and check out our Code of Conduct.














Thanks for contributing an answer to Data Science Stack Exchange!


  • Please be sure to answer the question. Provide details and share your research!

But avoid


  • Asking for help, clarification, or responding to other answers.

  • Making statements based on opinion; back them up with references or personal experience.

Use MathJax to format equations. MathJax reference.


To learn more, see our tips on writing great answers.




draft saved


draft discarded














StackExchange.ready(
function ()
StackExchange.openid.initPostLogin('.new-post-login', 'https%3a%2f%2fdatascience.stackexchange.com%2fquestions%2f47692%2fvery-large-3d-input-size-to-convolutional-network%23new-answer', 'question_page');

);

Post as a guest















Required, but never shown





















































Required, but never shown














Required, but never shown












Required, but never shown







Required, but never shown

































Required, but never shown














Required, but never shown












Required, but never shown







Required, but never shown







Popular posts from this blog

Quoting Keynes in a lectureIs differentiated instruction permitted by universities?How to make students learn prerequisitesUnsatisfactory Instructor Evaluations: balancing of expectations of engineering studentsWhat is the difference between a “statistician”, “applied statistician”, and an academic applying advanced stats within their field?Listing in reference section, but not quotingHow to efficiently use time while preparing for a class?Graduate Admissions: Teaching Emphasisstrategies for sharing teaching information with universities I don't personally have contacts withIs there an efficient way to give a large class of students feedback about their assignments?Is it unreasonable to expect students to read the lecture notes before attending the first class?

Rank groups within a grouped sequence of TRUE/FALSE and NAGrouping functions (tapply, by, aggregate) and the *apply familyCharacters counting and subletting specific patternsWhat is the purpose of setting a key in data.table?data.table vs dplyr: can one do something well the other can't or does poorly?how to make a bar plot for a list of dataframes?How to group by unique values in a list in RPandas - Alternative to rank() function that gives unique ordinal ranks for a columnRank within group in for loop in RData transformation: from dyadic to observational data in RGetting map from purrr to work with paste0

Are all passive ability checks floors for active ability checks?Does passive perception supersede active perception?Which skills can be used passively?Active Opposition with Free-Form Professions in Fate5E Trap/Ambush/Stealth Mechanics VS Passive Perception ConfusionInteraction between perception and stealth in obscured conditionsHow does Keen Sight affect Passive Perception?Are all d20 rolls either attacks, saves or ability checks?Can players declare that they are making a specific ability check?Can I see a Hidden creature that is not obscured at all?Can a Stealth check ever be made passively?Is this alternate version of the Observant feat balanced?What is the minimum amount of skill points per HD?