men-in-stack / the-third-eye

An AI based application to identify currency and gives audio feedback.

Third-Eye

The currency detection companian.

About:

Third-Eye is a Artificial Intellenge based real-time currency classification application for Android mobile devices. It uses a re-trained neural network model works on Tensorflow-lite API. This concept is called transfer learning in Machine learning major.

This application is targeted to Visually impaired or old people who have difficulty in recognizing the currency and suffer loss due to it. All you have to do is place the note in front of camera and tap the screen, the application will provide an audio output containing the amount of money the note contains. Also, there is a fairly large textbox for the people having partial vision.

Features:

• Works on Real-time.
• Can identify many types of Indian currency(notes 10+).
• Provides audio output of detected amount.
• Easy User Interface.
• Optimized and lag free.

Google play:

https://lnkd.in/f2c6Auy

Screenshots:

Technical:

Third-Eye is made using following tools:

• Android Studio - It is the official Integrated Development Environment (IDE) for Android app development.
• Tensorflow - An open source Artificial Intellengence library.

Installation:

Just clone or download the repository and open the project in Android Studio with Tensorflow installed.

Development:

• Want to contribute and add a feature ?
  • pull requests and we will be more than happy to merge.
• Have an idea about the application ?
  • DM us on:
    • Shashank soni
    • Kaushal kumar

Todo:

• Add flash.
• Add splash screen.
• Add information Activity.

License:

MIT

End of small projects can be the start of something big.!

the-third-eye's Issues

Not Accurate

Hi, Thanks for sharing this thing. I have tested you app. Its looks good. But i have found an issue with tracking. Its not accurate sometimes its showing 100 ,200 very fast . I have placed camera on old 100 rupee note . then its showing first 200 then 100. even in new 100 rupee also. Overall app was good. if Possible fix this. Thank you.

Issue : java.lang.RuntimeException: setParameters failed

First of all thanks for providing such a nice library to use. i have integrated this library in my app and its working fine on my device. but in one device i am getting

setParamterFailed error

can you please look into this and let me know whats going wrong here.
waiting for your kind response

`

java.lang.RuntimeException: setParameters failed

1 at android.hardware.Camera.native_setParameters(Native Method)
2 at android.hardware.Camera.setParameters(Camera.java:2074)
3 at com.surveyauto.surveyauto.ml.LegacyCameraConnectionFragment$1.onSurfaceTextureAvailable()
4 at android.view.TextureView.getHardwareLayer(TextureView.java:368)
5 at android.view.View.updateDisplayListIfDirty(View.java:15219)
6 at android.view.View.draw(View.java:16015)
7 at android.view.ViewGroup.drawChild(ViewGroup.java:3765)
8 at android.view.ViewGroup.dispatchDraw(ViewGroup.java:3555)
9 at android.view.View.updateDisplayListIfDirty(View.java:15237)
10 at android.view.View.draw(View.java:16015)
11 at android.view.ViewGroup.drawChild(ViewGroup.java:3765)
12 at android.view.ViewGroup.dispatchDraw(ViewGroup.java:3555)
13 at android.view.View.updateDisplayListIfDirty(View.java:15237)
14 at android.view.View.draw(View.java:16015)
15 at android.view.ViewGroup.drawChild(ViewGroup.java:3765)
16 at android.view.ViewGroup.dispatchDraw(ViewGroup.java:3555)
17 at android.view.View.draw(View.java:16248)
18 at android.view.View.updateDisplayListIfDirty(View.java:15242)
19 at android.view.View.draw(View.java:16015)
20 at android.view.ViewGroup.drawChild(ViewGroup.java:3765)
21 at androidx.coordinatorlayout.widget.CoordinatorLayout.drawChild()
22 at android.view.ViewGroup.dispatchDraw(ViewGroup.java:3555)
23 at android.view.View.updateDisplayListIfDirty(View.java:15237)
24 at android.view.View.draw(View.java:16015)
25 at android.view.ViewGroup.drawChild(ViewGroup.java:3765)
26 at android.view.ViewGroup.dispatchDraw(ViewGroup.java:3555)
27 at android.view.View.updateDisplayListIfDirty(View.java:15237)
28 at android.view.View.draw(View.java:16015)
29 at android.view.ViewGroup.drawChild(ViewGroup.java:3765)
30 at android.view.ViewGroup.dispatchDraw(ViewGroup.java:3555)
31 at android.view.View.updateDisplayListIfDirty(View.java:15237)
32 at android.view.View.draw(View.java:16015)
33 at android.view.ViewGroup.drawChild(ViewGroup.java:3765)
34 at android.view.ViewGroup.dispatchDraw(ViewGroup.java:3555)
35 at android.view.View.updateDisplayListIfDirty(View.java:15237)
36 at android.view.View.draw(View.java:16015)
37 at android.view.ViewGroup.drawChild(ViewGroup.java:3765)
38 at android.view.ViewGroup.dispatchDraw(ViewGroup.java:3555)
39 at android.view.View.updateDisplayListIfDirty(View.java:15237)
40 at android.view.View.draw(View.java:16015)
41 at android.view.ViewGroup.drawChild(ViewGroup.java:3765)
42 at android.view.ViewGroup.dispatchDraw(ViewGroup.java:3555)
43 at android.view.View.draw(View.java:16248)
44 at com.android.internal.policy.PhoneWindow$DecorView.draw(PhoneWindow.java:2827)
45 at android.view.View.updateDisplayListIfDirty(View.java:15242)
46 at android.view.ThreadedRenderer.updateViewTreeDisplayList(ThreadedRenderer.java:281)
47 at android.view.ThreadedRenderer.updateRootDisplayList(ThreadedRenderer.java:287)
48 at android.view.ThreadedRenderer.draw(ThreadedRenderer.java:322)
49 at android.view.ViewRootImpl.draw(ViewRootImpl.java:2662)
50 at android.view.ViewRootImpl.performDraw(ViewRootImpl.java:2481)
51 at android.view.ViewRootImpl.performTraversals(ViewRootImpl.java:2091)
52 at android.view.ViewRootImpl.doTraversal(ViewRootImpl.java:1127)
53 at android.view.ViewRootImpl$TraversalRunnable.run(ViewRootImpl.java:6156)
54 at android.view.Choreographer$CallbackRecord.run(Choreographer.java:892)
55 at android.view.Choreographer.doCallbacks(Choreographer.java:704)
56 at android.view.Choreographer.doFrame(Choreographer.java:640)
57 at android.view.Choreographer$FrameDisplayEventReceiver.run(Choreographer.java:878)
58 at android.os.Handler.handleCallback(Handler.java:739)
59 at android.os.Handler.dispatchMessage(Handler.java:95)
60 at android.os.Looper.loop(Looper.java:148)
61 at android.app.ActivityThread.main(ActivityThread.java:5628)
62 at java.lang.reflect.Method.invoke(Native Method)
63 at com.android.internal.os.ZygoteInit$MethodAndArgsCaller.run(ZygoteInit.java:853)
64 at com.android.internal.os.ZygoteInit.main(ZygoteInit.java:737)

`

Following are device details :

• Operating Sytem:
  6.0.1
• Device Name:
  vivo vivo 1610