Integrate remote sensing & GIS data in a CNN2019 Community Moderator Election“concat” mode can only merge layers with matching output shapes except for the concat axisNeural network accuracy for simple classificationKeras CNN image input and outputTest data predictions yield random results when making predictions from a saved modeldata augmentation when using flow_from_directory in CNNMulti-inputs Convolutional Neural Network takes different number of imagesMulti-inputs Convolutional Neural Network for images from the same classHow to train a multi inputs deep learning model using every combination of inputs?Why is recall so high?handwriting text recognition (CNN + LSTM + CTC)
How is it possible for user's password to be changed after storage was encrypted? (on OS X, Android)
How are circuits which use complex ICs normally simulated?
"listening to me about as much as you're listening to this pole here"
I’m planning on buying a laser printer but concerned about the life cycle of toner in the machine
Unbreakable Formation vs. Cry of the Carnarium
What are the advantages and disadvantages of running one shots compared to campaigns?
Can one use the reaction spell from the War Caster feat to cast Bigby's Hand?
What is the meaning of "of trouble" in the following sentence?
Extreme, but not acceptable situation and I can't start the work tomorrow morning
How to move the player while also allowing forces to affect it
Why do UK politicians seemingly ignore opinion polls on Brexit?
Can I find out the caloric content of bread by dehydrating it?
Is there any use for defining additional entity types in a SOQL FROM clause?
What causes the sudden spool-up sound from an F-16 when enabling afterburner?
How can I fix this gap between bookcases I made?
Doomsday-clock for my fantasy planet
Does it makes sense to buy a new cycle to learn riding?
Is this food a bread or a loaf?
How did the USSR manage to innovate in an environment characterized by government censorship and high bureaucracy?
Springs with some finite mass
Is it legal to have the "// (c) 2019 John Smith" header in all files when there are hundreds of contributors?
Copycat chess is back
Typesetting a double Over Dot on top of a symbol
Can I legally use front facing blue light in the UK?
Integrate remote sensing & GIS data in a CNN
2019 Community Moderator Election“concat” mode can only merge layers with matching output shapes except for the concat axisNeural network accuracy for simple classificationKeras CNN image input and outputTest data predictions yield random results when making predictions from a saved modeldata augmentation when using flow_from_directory in CNNMulti-inputs Convolutional Neural Network takes different number of imagesMulti-inputs Convolutional Neural Network for images from the same classHow to train a multi inputs deep learning model using every combination of inputs?Why is recall so high?handwriting text recognition (CNN + LSTM + CTC)
$begingroup$
I am trying to develop a CNN model that takes as input a set of parameters derived from satellite imagery.
What are the necessary steps to go through in order to make the Geotiff data acceptable as a valid input for a keras model?
machine-learning neural-network keras tensorflow
asked Mar 28 at 21:33
Mouad AlamiMouad Alami
84
$endgroup$
add a comment |
$begingroup$
I am trying to develop a CNN model that takes as input a set of parameters derived from satellite imagery.
What are the necessary steps to go through in order to make the Geotiff data acceptable as a valid input for a keras model?
machine-learning neural-network keras tensorflow
asked Mar 28 at 21:33
Mouad AlamiMouad Alami
84
$endgroup$
$begingroup$
Which library do you plan to use for CNN ? Libraries differ on how they combine image data with other features.
$endgroup$
– Shamit Verma
Mar 29 at 3:27
$begingroup$
Thanks for your comment. I'm using keras on top of Tensorflow. .
$endgroup$
– Mouad Alami
Mar 29 at 8:32
add a comment |
$begingroup$
I am trying to develop a CNN model that takes as input a set of parameters derived from satellite imagery.
What are the necessary steps to go through in order to make the Geotiff data acceptable as a valid input for a keras model?
machine-learning neural-network keras tensorflow
asked Mar 28 at 21:33
Mouad AlamiMouad Alami
84
$endgroup$
I am trying to develop a CNN model that takes as input a set of parameters derived from satellite imagery.
What are the necessary steps to go through in order to make the Geotiff data acceptable as a valid input for a keras model?
machine-learning neural-network keras tensorflow
machine-learning neural-network keras tensorflow
asked Mar 28 at 21:33
Mouad AlamiMouad Alami
84
asked Mar 28 at 21:33
Mouad AlamiMouad Alami
84
asked Mar 28 at 21:33
Mouad AlamiMouad Alami
84
asked Mar 28 at 21:33
Mouad AlamiMouad Alami
84
asked Mar 28 at 21:33
Mouad AlamiMouad Alami
84
84
$begingroup$
Which library do you plan to use for CNN ? Libraries differ on how they combine image data with other features.
$endgroup$
– Shamit Verma
Mar 29 at 3:27
$begingroup$
Thanks for your comment. I'm using keras on top of Tensorflow. .
$endgroup$
– Mouad Alami
Mar 29 at 8:32
add a comment |
$begingroup$
Which library do you plan to use for CNN ? Libraries differ on how they combine image data with other features.
$endgroup$
– Shamit Verma
Mar 29 at 3:27
$begingroup$
Thanks for your comment. I'm using keras on top of Tensorflow. .
$endgroup$
– Mouad Alami
Mar 29 at 8:32
$begingroup$
Which library do you plan to use for CNN ? Libraries differ on how they combine image data with other features.
$endgroup$
– Shamit Verma
Mar 29 at 3:27
$begingroup$
Which library do you plan to use for CNN ? Libraries differ on how they combine image data with other features.
$endgroup$
– Shamit Verma
Mar 29 at 3:27
$begingroup$
Thanks for your comment. I'm using keras on top of Tensorflow. .
$endgroup$
– Mouad Alami
Mar 29 at 8:32
$begingroup$
Thanks for your comment. I'm using keras on top of Tensorflow. .
$endgroup$
– Mouad Alami
Mar 29 at 8:32
add a comment |
1 Answer
1
active
oldest
votes
$begingroup$
Keras functional API can be used to create models with multiple inputs (E.g. : Image, Categorical and Numerical).
From Geotiff, you can extract :
- TIFF
- CSV with other features
TIFF will be an input to stack of CNN layers and other features will feed dense layers. Output from both of these is combined in a dense layer.
Example : https://www.pyimagesearch.com/2019/02/04/keras-multiple-inputs-and-mixed-data/
answered Mar 29 at 9:10
Shamit VermaShamit Verma
1,4841214
$endgroup$
add a comment |
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
);
);
Sign up or log in
StackExchange.ready(function ()
StackExchange.helpers.onClickDraftSave('#login-link');
);
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
StackExchange.ready(
function ()
StackExchange.openid.initPostLogin('.new-post-login', 'https%3a%2f%2fdatascience.stackexchange.com%2fquestions%2f48180%2fintegrate-remote-sensing-gis-data-in-a-cnn%23new-answer', 'question_page');
);
Post as a guest
Required, but never shown
1 Answer
1
active
oldest
votes
1 Answer
1
active
oldest
votes
active
oldest
votes
active
oldest
votes
$begingroup$
Keras functional API can be used to create models with multiple inputs (E.g. : Image, Categorical and Numerical).
From Geotiff, you can extract :
- TIFF
- CSV with other features
TIFF will be an input to stack of CNN layers and other features will feed dense layers. Output from both of these is combined in a dense layer.
Example : https://www.pyimagesearch.com/2019/02/04/keras-multiple-inputs-and-mixed-data/
answered Mar 29 at 9:10
Shamit VermaShamit Verma
1,4841214
$endgroup$
add a comment |
$begingroup$
Keras functional API can be used to create models with multiple inputs (E.g. : Image, Categorical and Numerical).
From Geotiff, you can extract :
- TIFF
- CSV with other features
TIFF will be an input to stack of CNN layers and other features will feed dense layers. Output from both of these is combined in a dense layer.
Example : https://www.pyimagesearch.com/2019/02/04/keras-multiple-inputs-and-mixed-data/
answered Mar 29 at 9:10
Shamit VermaShamit Verma
1,4841214
$endgroup$
add a comment |
$begingroup$
Keras functional API can be used to create models with multiple inputs (E.g. : Image, Categorical and Numerical).
From Geotiff, you can extract :
- TIFF
- CSV with other features
TIFF will be an input to stack of CNN layers and other features will feed dense layers. Output from both of these is combined in a dense layer.
Example : https://www.pyimagesearch.com/2019/02/04/keras-multiple-inputs-and-mixed-data/
answered Mar 29 at 9:10
Shamit VermaShamit Verma
1,4841214
$endgroup$
Keras functional API can be used to create models with multiple inputs (E.g. : Image, Categorical and Numerical).
From Geotiff, you can extract :
- TIFF
- CSV with other features
TIFF will be an input to stack of CNN layers and other features will feed dense layers. Output from both of these is combined in a dense layer.
Example : https://www.pyimagesearch.com/2019/02/04/keras-multiple-inputs-and-mixed-data/
answered Mar 29 at 9:10
Shamit VermaShamit Verma
1,4841214
answered Mar 29 at 9:10
Shamit VermaShamit Verma
1,4841214
answered Mar 29 at 9:10
Shamit VermaShamit Verma
1,4841214
answered Mar 29 at 9:10
Shamit VermaShamit Verma
1,4841214
1,4841214
add a comment |
add a comment |
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.
Sign up or log in
StackExchange.ready(function ()
StackExchange.helpers.onClickDraftSave('#login-link');
);
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
StackExchange.ready(
function ()
StackExchange.openid.initPostLogin('.new-post-login', 'https%3a%2f%2fdatascience.stackexchange.com%2fquestions%2f48180%2fintegrate-remote-sensing-gis-data-in-a-cnn%23new-answer', 'question_page');
);
Post as a guest
Required, but never shown
Sign up or log in
StackExchange.ready(function ()
StackExchange.helpers.onClickDraftSave('#login-link');
);
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
Sign up or log in
StackExchange.ready(function ()
StackExchange.helpers.onClickDraftSave('#login-link');
);
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
Sign up or log in
StackExchange.ready(function ()
StackExchange.helpers.onClickDraftSave('#login-link');
);
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
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
$begingroup$
Which library do you plan to use for CNN ? Libraries differ on how they combine image data with other features.
$endgroup$
– Shamit Verma
Mar 29 at 3:27
$begingroup$
Thanks for your comment. I'm using keras on top of Tensorflow. .
$endgroup$
– Mouad Alami
Mar 29 at 8:32