Creating a dataset in tensorflow by adding random elements of two datasets
I have two sets of images, say set A and set B. These are available as numpy arrays. I will choose x random images from A and y random images from B and then add them together (taking the average at the end). These new images will become the input to a CNN.
Now my question is how can I do this using Tensorflow's data pipeline approach?
I can obviously do it outside of TensorFlow using numpy, but this pre-created data will be too big in size. I can also use feed_dicts, but I wanted to know if there's a way to use pipelines to achieve this because that seems to be favoured approach now.
python tensorflow dataset tensorflow-datasets
asked Nov 14 '18 at 2:59
Epsilon7Epsilon7
255
add a comment |
I have two sets of images, say set A and set B. These are available as numpy arrays. I will choose x random images from A and y random images from B and then add them together (taking the average at the end). These new images will become the input to a CNN.
Now my question is how can I do this using Tensorflow's data pipeline approach?
I can obviously do it outside of TensorFlow using numpy, but this pre-created data will be too big in size. I can also use feed_dicts, but I wanted to know if there's a way to use pipelines to achieve this because that seems to be favoured approach now.
python tensorflow dataset tensorflow-datasets
asked Nov 14 '18 at 2:59
Epsilon7Epsilon7
255
add a comment |
I have two sets of images, say set A and set B. These are available as numpy arrays. I will choose x random images from A and y random images from B and then add them together (taking the average at the end). These new images will become the input to a CNN.
Now my question is how can I do this using Tensorflow's data pipeline approach?
I can obviously do it outside of TensorFlow using numpy, but this pre-created data will be too big in size. I can also use feed_dicts, but I wanted to know if there's a way to use pipelines to achieve this because that seems to be favoured approach now.
python tensorflow dataset tensorflow-datasets
asked Nov 14 '18 at 2:59
Epsilon7Epsilon7
255
I have two sets of images, say set A and set B. These are available as numpy arrays. I will choose x random images from A and y random images from B and then add them together (taking the average at the end). These new images will become the input to a CNN.
Now my question is how can I do this using Tensorflow's data pipeline approach?
I can obviously do it outside of TensorFlow using numpy, but this pre-created data will be too big in size. I can also use feed_dicts, but I wanted to know if there's a way to use pipelines to achieve this because that seems to be favoured approach now.
python tensorflow dataset tensorflow-datasets
python tensorflow dataset tensorflow-datasets
asked Nov 14 '18 at 2:59
Epsilon7Epsilon7
255
asked Nov 14 '18 at 2:59
Epsilon7Epsilon7
255
asked Nov 14 '18 at 2:59
Epsilon7Epsilon7
255
asked Nov 14 '18 at 2:59
Epsilon7Epsilon7
255
asked Nov 14 '18 at 2:59
Epsilon7Epsilon7
255
255
add a comment |
add a comment |
0
active
oldest
votes
Your Answer
StackExchange.ifUsing("editor", function ()
StackExchange.using("externalEditor", function ()
StackExchange.using("snippets", function ()
StackExchange.snippets.init();
);
);
, "code-snippets");
StackExchange.ready(function()
var channelOptions =
tags: "".split(" "),
id: "1"
;
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: true,
noModals: true,
showLowRepImageUploadWarning: true,
reputationToPostImages: 10,
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%2fstackoverflow.com%2fquestions%2f53292563%2fcreating-a-dataset-in-tensorflow-by-adding-random-elements-of-two-datasets%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
Thanks for contributing an answer to Stack Overflow!
- 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.
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%2fstackoverflow.com%2fquestions%2f53292563%2fcreating-a-dataset-in-tensorflow-by-adding-random-elements-of-two-datasets%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
