### Real time face recognition with Android + MobileFaceNet + TensorFlow Lite
The impressive effect of having the state-of-the-art running on your hands
![](https://cdn-images-1.medium.com/max/800/1*LPNkC_og-5l1UGkPuMmzkA.png)
### Introduction
A friend of mine reacted to [my last post](https://medium.com/@estebanuri/real-time-face-mask-recognition-in-android-with-tensorflow-lite-215df6327265) with the following questions: **_“is it possible to make an app that compares faces on mobile_** **_without an Internet connection? How accurate could it be?_**_”_. At that time I didn’t know the answer for his questions. Surely a deep learning model will do the job, but which one? And will it be light enough to fit in a mobile device? And will it be fast enough? And how accurate could it be? These questions remained in my mind like a “UNIX demon”, until I found the answers. In this article I walk through all those questions in detail, and as a corollary **I provide a working example application** that solves this problem in real time using the state-of-the-art convolutional neural network to accurate verify faces on mobile.
What are the key features of this app?
- It recognizes faces **very accurately**
- It works **offline**, in **real time**
- It uses a **mobile-oriented** **deep learning** architecture
![](https://cdn-images-1.medium.com/max/400/1*4SwMMiDI_2mB0dYqDmuvUg.gif)
**An example of the working app.** Will Farrell (the comedian) vs Chad Smith (the drummer). People usually confuse them. First the faces are registered in the dataset, then the app recognizes the faces in runtime. Tested on my Google Pixel 3.
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基于android的tensorflow人脸识别系统
共102个文件
png:35个
xml:23个
java:15个
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基于android的tensorflow人脸识别系统,可同时多人识别,android studio编译
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基于android的tensorflow人脸识别系统 (102个子文件)
face_recognition.apk 32.01MB
gradlew.bat 2KB
.gitignore 28B
.gitignore 14B
build.gradle 2KB
download_model.gradle 642B
build.gradle 640B
settings.gradle 35B
gradlew 5KB
gradle-wrapper.jar 53KB
CameraConnectionFragment.java 21KB
CameraActivity.java 20KB
DetectorActivity.java 19KB
TFLiteObjectDetectionAPIModel.java 10KB
MultiBoxTracker.java 8KB
ImageUtils.java 7KB
LegacyCameraConnectionFragment.java 7KB
Logger.java 6KB
BorderedText.java 4KB
Size.java 4KB
SimilarityClassifier.java 3KB
AutoFitTextureView.java 3KB
RecognitionScoreView.java 2KB
OverlayView.java 2KB
ResultsView.java 933B
sample_image.jpg 522KB
b3_satya2.jpg 66KB
chair.jpg 21KB
caret.jpg 10KB
a1_satya1.jpg 9KB
README.md 2KB
README.md 245B
a0_adrian1.png 323KB
b0_adrian2.png 239KB
ic_launcher_facerec-playstore.png 24KB
ic_launcher_round.png 13KB
ic_launcher_facerec_round.png 12KB
tfl2_logo.png 12KB
ic_launcher_round.png 9KB
ic_launcher_facerec_round.png 8KB
ic_launcher_facerec.png 6KB
ic_launcher_foreground.png 6KB
ic_launcher.png 6KB
tfl2_logo_dark.png 5KB
ic_launcher_round.png 5KB
ic_launcher_facerec_round.png 5KB
ic_launcher_foreground.png 5KB
ic_launcher_facerec.png 5KB
ic_launcher.png 4KB
ic_launcher_foreground.png 4KB
ic_launcher_facerec_round.png 4KB
ic_launcher_round.png 4KB
ic_launcher_facerec.png 3KB
ic_launcher.png 3KB
ic_launcher_foreground.png 3KB
ic_launcher_facerec_round.png 2KB
ic_launcher.png 2KB
ic_launcher_round.png 2KB
ic_launcher_facerec.png 2KB
ic_launcher.png 2KB
ic_launcher_facerec.png 2KB
ic_launcher_foreground.png 2KB
ic_launcher.png 1KB
ic_launcher.png 1KB
ic_launcher.png 929B
icn_chevron_down.png 597B
icn_chevron_up.png 596B
proguard-rules.pro 751B
gradle.properties 779B
local.properties 338B
gradle-wrapper.properties 230B
inception_resnet_v1.py 10KB
compare.py 1KB
keras_2_tflite.py 1KB
facenet.tflite 22.54MB
facenet_hiroki.tflite 21.89MB
mobile_face_net.tflite 5MB
requirements.txt 46B
labelmap.txt 1B
tfe_od_layout_bottom_sheet.xml 6KB
ic_launcher_background.xml 5KB
tfe_od_activity_camera.xml 4KB
ic_launcher_foreground.xml 2KB
tfe_od_camera_connection_fragment_tracking.xml 1KB
image_edit_dialog.xml 1KB
AndroidManifest.xml 1KB
ic_launcher_facerec_foreground.xml 829B
ic_baseline_switch_camera_24.xml 465B
ic_baseline_image_24.xml 454B
rectangle.xml 422B
bottom_sheet_bg.xml 418B
styles.xml 413B
strings.xml 316B
ic_baseline_add.xml 299B
ic_launcher_facerec.xml 283B
ic_launcher_facerec_round.xml 283B
colors.xml 282B
ic_baseline_remove.xml 281B
ic_launcher.xml 257B
ic_launcher_round.xml 257B
共 102 条
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