Building compact subset of Vision model for MLKit
Vision model in MLKit's Cloud API has all the labels I need. In fact I need only 100 of its 10000 labels. Can we retrain a compact version of that model to detect only 100 labels and deploy it on the android device so the app can run without internet connection?
firebase firebase-mlkit
asked Nov 21 '18 at 16:10
Sunand SandurkarSunand Sandurkar
6
add a comment |
Vision model in MLKit's Cloud API has all the labels I need. In fact I need only 100 of its 10000 labels. Can we retrain a compact version of that model to detect only 100 labels and deploy it on the android device so the app can run without internet connection?
firebase firebase-mlkit
asked Nov 21 '18 at 16:10
Sunand SandurkarSunand Sandurkar
6
add a comment |
Vision model in MLKit's Cloud API has all the labels I need. In fact I need only 100 of its 10000 labels. Can we retrain a compact version of that model to detect only 100 labels and deploy it on the android device so the app can run without internet connection?
firebase firebase-mlkit
asked Nov 21 '18 at 16:10
Sunand SandurkarSunand Sandurkar
6
Vision model in MLKit's Cloud API has all the labels I need. In fact I need only 100 of its 10000 labels. Can we retrain a compact version of that model to detect only 100 labels and deploy it on the android device so the app can run without internet connection?
firebase firebase-mlkit
firebase firebase-mlkit
asked Nov 21 '18 at 16:10
Sunand SandurkarSunand Sandurkar
6
asked Nov 21 '18 at 16:10
Sunand SandurkarSunand Sandurkar
6
asked Nov 21 '18 at 16:10
Sunand SandurkarSunand Sandurkar
6
asked Nov 21 '18 at 16:10
Sunand SandurkarSunand Sandurkar
6
asked Nov 21 '18 at 16:10
Sunand SandurkarSunand Sandurkar
6
6
add a comment |
add a comment |
1 Answer
1
active
oldest
votes
That's precisely what Firebase ML Kit's image labeler does: it detects a subset of the labels that Cloud Vision detects by running a smaller ML model on-device.
If you want to control which labels it detects on the device, you'll have to train/use a custom model.
answered Nov 21 '18 at 16:18
Frank van PuffelenFrank van Puffelen
244k29387415
add a comment |
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%2f53416145%2fbuilding-compact-subset-of-vision-model-for-mlkit%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
That's precisely what Firebase ML Kit's image labeler does: it detects a subset of the labels that Cloud Vision detects by running a smaller ML model on-device.
If you want to control which labels it detects on the device, you'll have to train/use a custom model.
answered Nov 21 '18 at 16:18
Frank van PuffelenFrank van Puffelen
244k29387415
add a comment |
That's precisely what Firebase ML Kit's image labeler does: it detects a subset of the labels that Cloud Vision detects by running a smaller ML model on-device.
If you want to control which labels it detects on the device, you'll have to train/use a custom model.
answered Nov 21 '18 at 16:18
Frank van PuffelenFrank van Puffelen
244k29387415
add a comment |
That's precisely what Firebase ML Kit's image labeler does: it detects a subset of the labels that Cloud Vision detects by running a smaller ML model on-device.
If you want to control which labels it detects on the device, you'll have to train/use a custom model.
answered Nov 21 '18 at 16:18
Frank van PuffelenFrank van Puffelen
244k29387415
That's precisely what Firebase ML Kit's image labeler does: it detects a subset of the labels that Cloud Vision detects by running a smaller ML model on-device.
If you want to control which labels it detects on the device, you'll have to train/use a custom model.
answered Nov 21 '18 at 16:18
Frank van PuffelenFrank van Puffelen
244k29387415
answered Nov 21 '18 at 16:18
Frank van PuffelenFrank van Puffelen
244k29387415
answered Nov 21 '18 at 16:18
Frank van PuffelenFrank van Puffelen
244k29387415
answered Nov 21 '18 at 16:18
Frank van PuffelenFrank van Puffelen
244k29387415
244k29387415
add a comment |
add a comment |
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%2f53416145%2fbuilding-compact-subset-of-vision-model-for-mlkit%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
