User Experience on mobile might not be great yet, but I'm working on it.

Your first time on this page? Allow me to give some explanations.

Awesome TensorFlow Lite

An awesome list of TensorFlow Lite models, samples, tutorials, tools and learning resources.

Here you can see meta information about this topic like the time we last updated this page, the original creator of the awesome list and a link to the original GitHub repository.

Last Update: Dec. 4, 2021, 11:20 a.m.

Thank you margaretmz & contributors
View Topic on GitHub:
margaretmz/awesome-tensorflow-lite

Search for resources by name or description.
Simply type in what you are looking for and the results will be filtered on the fly.

Further filter the resources on this page by type (repository/other resource), number of stars on GitHub and time of last commit in months.

What is new

TFLite Support is a toolkit that helps users to develop ML and deploy TFLite models onto mobile / ioT devices.

199
66
30d
Apache-2.0

An Open Source Machine Learning Framework for Everyone

161.02K
85.88K
1d
Apache-2.0

MLIR-based and enables conversion of new classes of models such as Mask R-CNN and Mobile BERT etc., supports functional control flow and better error handling during conversion. Enabled by default in the nightly builds.

Android sample code and another one from the community (Blog | Android).

Computer vision

Detecting cancers on mobile phones

70
23
2y 7m
Apache-2.0

An Icon classifier made with TFLite Model Maker and deployed to Android with ML Model Binding.

6
1
1y 5m
n/a

Cross-platform, customizable ML solutions for live and streaming media.

14.48K
2.95K
30d
Apache-2.0

TCS humAIn

13
0
2y 78d
n/a

Models and examples built with TensorFlow

71.77K
45.02K
30d
Apache-2.0

Magenta: Music and Art Generation with Machine Intelligence

17.12K
3.53K
47d
Apache-2.0

Official Tensorflow implementation of U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation (ICLR 2020)

5.95K
1.02K
6m
MIT

Official tensorflow implementation for CVPR2020 paper “Learning to Cartoonize Using White-box Cartoon Representations”

3.19K
582
4m
n/a

A background stylizer Android app chaining 2 ML models: segmentation & style transfer.

45
4
10m
Apache-2.0

Blog post (includes the TFLite conversion process) | MobileDet is from University of Wisconsin-Madison and Google and the blog post is from the Community |

Text

DistilBERT / GPT-2 for on-device inference thanks to TensorFlow Lite with Android demo apps

241
50
1y 5m
Apache-2.0

Speech

DeepSpeech is an open source embedded (offline, on-device) speech-to-text engine which can run in real time on devices ranging from a Raspberry Pi 4 to high power GPU servers.

18.58K
3.35K
17d
MPL-2.0

An example app that demos how to use TFLite to do automatic speech recognition on-device

3
0
44d
Apache-2.0

TensorFlowTTS: Real-Time State-of-the-art Speech Synthesis for Tensorflow 2 (supported including English, French, Korean, Chinese, German and Easy to adapt for other languages)

2.27K
506
46d
Apache-2.0

This repository is a collection of TTS Models in TFLite

136
28
9m
Apache-2.0

Recommendation

TensorFlow examples

5.51K
5.69K
30d
Apache-2.0

Game

TensorFlow Lite models

TensorFlow models

Models and examples built with TensorFlow

71.77K
45.02K
30d
Apache-2.0

Ideas and Inspiration

Project tracking of the "Mobile ML Working Group", for the End-to-End TensorFlow Lite tutorials.

111
21
8m
Apache-2.0

ML Kit examples

Plugins and SDKs

Cross-platform, customizable ML solutions for live and streaming media.

14.48K
2.95K
30d
Apache-2.0

TensorFlow Lite Flutter Plugin

256
136
112d
Apache-2.0

@EdgeImpulse to help you to train TensorFlow Lite models for embedded devices in the cloud.

@fritzlabs that makes mobile development easier: with pre-trained ML models and end-to-end platform for building and deploying custom trained models.

Helpful links

Visualizer for neural network, deep learning, and machine learning models

17.05K
1.95K
1d
MIT

This repository contains notebooks that show the usage of TensorFlow Lite for quantizing deep neural networks.

112
18
5m
Apache-2.0

Profile your Tensorflow Lite model on-device

18
2
31d
Apache-2.0

Examples of Tensorflow Lite on Android

15
5
9m
n/a

📌This repo contains the kotlin implementation of TensorflowLite Example Android Apps🚀

15
4
27d
Apache-2.0

Blog posts

Books

Videos

Podcasts

MOOCs