awesome-tensorflow-lite
An awesome list of TensorFlow Lite models, samples, tutorials, tools and learning resources.
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androidawesomeawesome-listcomputer-visiondeep-learningflutterioskeras-tutorialsmediapipemlkitmobilemodel-zoosample-apptensorflowtensorflow-kerastensorflow-litetensorflow-modelstfhubtflitetflite-models
Awesome TensorFlow Lite / Past announcements: | |||
| Announcement of the new converter | -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 Support Library | 371 | about 1 month ago | Makes mobile development easier ( sample code) |
| Model Maker | Create your custom classification models easily in a few lines of code. See below the Icon Classifier for a tutorial by the community | ||
| On-device training | It is finally here! Currently limited to transfer learning for image classification only but it's a great start. See the official sample code and another one from the community ( | ) | ||
| Hexagon delegate | 185,782 | 5 days ago | How to use the Hexagon Delegate to speed up model inference on mobile and edge devices. Also see blog post |
| Model Metadata | Provides a standard for model descriptions which also enables | ||
Awesome TensorFlow Lite / Models with samples / Computer vision | |||
| download | MobileNetV1 ( ) | ||
| Android | 7,907 | 22 days ago | | | | |
| Codelab | Recognize Flowers on Android | | ||
| Android | 85 | over 5 years ago | Skin Lesion Detection |
| Colab Notebook | American Sign Language Detection | | | ||
| Colab Notebook | Stone Paper Scissor Detection | | ||
| download | 7 | over 4 years ago | EfficientNet-Lite0 ( ) |
| Colab & Android | 7 | over 4 years ago | Icon Classifier | | |
| download | Quantized COCO SSD MobileNet v1 ( ) | ||
| Android | 7,907 | 22 days ago | | | |
| Flutter | | | ||
| YOLOv5 | |||
| Yolov5 Inference | 17 | almost 3 years ago | |
| download | 26,868 | 10 days ago | MobileNetV2 SSD ( ) |
| Reference | 26,868 | 10 days ago | |
| Paper | MobileDet ( ) | ||
| Blog post (includes the TFLite conversion process) | |||
| (download) | 22 | about 5 years ago | SSD MobileNet |
| Flutter | 22 | about 5 years ago | |
| download | 26,868 | 10 days ago | BlazeFace ( ) |
| Paper | |||
| FaceNet | |||
| Flutter | 18 | over 3 years ago | |
| download | 26,868 | 10 days ago | Palm detection & hand landmarks ( ) |
| Blog post | | | | ||
| download | DeepLab V3 ( ) | ||
| Android & iOS | 7,907 | 22 days ago | | | Flutter | | |
| DeepLab V3 models | 76,987 | 1 day ago | Different variants of |
| TF Hub | Models on with Colab Notebooks | ||
| DeepLab V3 model | |||
| Android | 4 | almost 3 years ago | | |
| Download | 26,868 | 10 days ago | |
| Paper | |||
| Arbitrary image stylization | 19,109 | 2 months ago | |
| Overview | | | | ||
| TF Hub | Models on with Colab Notebooks | ||
| Dynamic range models | Download: ) | ||
| Android | 22 | about 4 years ago | | |
| models | 57 | over 3 years ago | DeepLabV3 & Style Transfer |
| Project repo | 57 | over 3 years ago | | | |
| U-GAT-IT | 6,169 | over 3 years ago | (Selfie2Anime) |
| Project repo | 74 | over 3 years ago | | | |
| White-box CartoonGAN | 3,948 | almost 2 years ago | ( ) |
| Project repo | 116 | about 4 years ago | | | |
| TF Hub | Boundless on | ||
| Colab Notebook | | | ||
| download | Posenet ( ) | ||
| Android | 7,907 | 22 days ago | | | |
| download | 7 | 8 months ago | MoveNet Lightning ( ) |
| Project Repository | 7 | 8 months ago | |
| Models on TF Hub | |||
| Project repo | 129 | almost 4 years ago | | | |
| Models on TF Hub | |||
| Project Repository | 101 | over 3 years ago | |
Awesome TensorFlow Lite / Models with samples / Text | |||
| Android | 389 | about 1 year ago | |
| Android | 389 | about 1 year ago | |
| Download | |||
| Android | 7,907 | 22 days ago | | | |
| Paper | CRAFT Text Detector ( ) | ||
| Download | 32 | over 3 years ago | | | | | | Android (Coming Soon) |
| Paper | EAST Text Detector ( ) | ||
| Models on TF Hub | | | ||
Awesome TensorFlow Lite / Models with samples / Speech | |||
| Reference | 25,150 | about 1 month ago | |
| Inference | 10 | over 2 years ago | |
| Android | 3,808 | 3 months ago | |
| Inference Notebook | 186 | over 3 years ago | | |
Awesome TensorFlow Lite / Models with samples / Recommendation | |||
| Dual-Encoder | 7,907 | 22 days ago | |
| Android | 7,907 | 22 days ago | | | |
Awesome TensorFlow Lite / Models with samples / Game | |||
| Flutter | 31 | about 1 year ago | | |
Awesome TensorFlow Lite / Model zoo / TensorFlow Lite models | |||
| MobileNet | 76,987 | 1 day ago | Pretrained MobileNet v2 and v3 models |
Awesome TensorFlow Lite / Model zoo / TensorFlow Lite models / TensorFlow Lite models | |||
| TensorFlow Lite models | With official Android and iOS examples | ||
| Pretrained models | Quantized and floating point variants | ||
| TensorFlow Hub | Set "Model format = TFLite" to find TensorFlow Lite models | ||
Awesome TensorFlow Lite / Model zoo / TensorFlow models | |||
| TensorFlow models | 76,987 | 1 day ago | Official TensorFlow models |
| Tensorflow detection model zoo | 76,987 | 1 day ago | Pre-trained on COCO, KITTI, AVA v2.1, iNaturalist Species datasets |
Awesome TensorFlow Lite / Ideas and Inspiration | |||
| E2E TFLite Tutorials | 133 | over 2 years ago | Checkout this repo for sample app ideas and seeking help for your tutorial projects. Once a project gets completed, the links of the TensorFlow Lite model(s), sample code and tutorial will be added to this awesome list |
Awesome TensorFlow Lite / ML Kit examples | |||
| ML Kit Translate demo | 2019-10-01 - A tutorial with material design (Kotlin) sample - recognize, identify Language and translate text from live camera with ML Kit for Firebase | ||
| Computer Vision with ML Kit - Flutter In Focus | 2019-03-13 | ||
| Flutter + MLKit: Business Card Mail Extractor | 2019-02-09 - A blog post with a sample code | ||
| From TensorFlow to ML Kit: Power your Android application with machine learning | 2019-02-08 - A talk with (Kotlin) sample code | ||
| Building a Custom Machine Learning Model on Android with TensorFlow Lite | 2018-08-07 | ||
| ML Kit and Face Detection in Flutter | 2018-07-20 | ||
| ML Kit on Android 4: Landmark Detection | 2018-07-27 | ||
| ML Kit on Android 3: Barcode Scanning | 2018-07-28 | ||
| ML Kit on Android 2: Face Detection | 2018-05-31 | ||
| ML Kit on Android 1: Intro | 2018-05-22 | ||
Awesome TensorFlow Lite / Plugins and SDKs | |||
| Edge Impulse | Created by to help you to train TensorFlow Lite models for embedded devices in the cloud | ||
| MediaPipe | 26,868 | 10 days ago | A cross platform (mobile, desktop and Edge TPUs) AI pipeline by Google AI. (PM ) | |
| Coral Edge TPU | Edge hardware by Google. | ||
| TensorFlow Lite Flutter Plugin | 504 | over 1 year ago | Provides a dart API similar to the TensorFlow Lite Java API for accessing TensorFlow Lite interpreter and performing inference in flutter apps. |
Awesome TensorFlow Lite / Helpful links | |||
| Netron | 27,736 | 4 days ago | A tool for visualizing models |
| AI benchmark | A website for benchmarking computer vision models on smartphones | ||
| Performance measurement | How to measure model performance on Android and iOS | ||
| Material design guidelines for ML | How to design machine learning powered features. A good example: | ||
| The People + AI Guide book | Learn how to design human-centered AI products | ||
| Adventures in TensorFlow Lite | 170 | over 1 year ago | A repository showing non-trivial conversion processes and general explorations in TensorFlow Lite |
| TFProfiler | 26 | almost 3 years ago | An Android-based app to profile TensorFlow Lite models and measure its performance on smartphone |
| TensorFlow Lite for Microcontrollers | |||
| TensorFlow Lite Examples - Android | 67 | about 2 years ago | A repository refactors and rewrites all the TensorFlow Lite Android examples which are included in the TensorFlow official website |
| Tensorflow-lite-kotlin-samples | 44 | over 2 years ago | A collection of Tensorflow Lite Android example Apps in Kotlin, to show different kinds of kotlin implementation of the |
Awesome TensorFlow Lite / Learning resources / Blog posts | |||
| On-device training in TensorFlow Lite | 2021-11-09 | ||
| Optical character recognition with TensorFlow Lite: A new example app | 2021-09-27 | ||
| https://blog.tensorflow.org/2021/06/easier-object-detection-on-mobile-with-tf-lite.html | 2021-06-16 | ||
| YOLOv3 to TensorFlow Lite Conversion | 2020-12-29 - By Nitin Tiwari | ||
| What is new in TensorFlow Lite | 2020-04-20 - By Khanh LeViet | ||
| Optimizing style transfer to run on mobile with TFLite | 2020-04-17 - By Khanh LeViet and Luiz Gustavo Martins | ||
| How TensorFlow Lite helps you from prototype to product | 2020-04-14 - By Khanh LeViet | ||
| Getting Started with ML on MCUs with TensorFlow | 2019-11-08 - By Brandon Satrom | ||
| TensorFlow Model Optimization Toolkit — float16 quantization halves model size | 2019-08-05 - By the TensorFlow team | ||
| Training and serving a real-time mobile object detector in 30 minutes with Cloud TPUs | 2018-07-13 - By Sara Robinson, Aakanksha Chowdhery, and Jonathan Huang | ||
| Why the Future of Machine Learning is Tiny | 2018-06-11 - - By Pete Warden | ||
| Using TensorFlow Lite on Android | 2018-03-30 - ) - By Laurence Moroney | ||
Awesome TensorFlow Lite / Learning resources / Books | |||
| AI and Machine Learning On-Device Development | 2021-12-01 (early access) - By Laurence Moroney ( ) | ||
| AI and Machine Learning for Coders | 2020-10-01 - By Laurence Moroney ( ) | ||
| Mobile Deep Learning with TensorFlow Lite, ML Kit and Flutter | 2020-04-06 : Build scalable real-world projects to implement end-to-end neural networks on Android and iOS ( ) - By Anubhav Singh ( ) and Rimjhim Bhadani ( ) | ||
| Complete Bundle | 2020-03-01 Raspberry Pi for Computer Vision ( | ) - By the PyImageSearch Team: Adrian Rosebrock ( ), David Hoffman, Asbhishek Thanki, Sayak Paul ( ), and David Mcduffee | ||
| TinyML | 2019-12-01 - By Pete Warden ( ) and Daniel Situnayake ( ) | ||
| Practical Deep Learning for Cloud, Mobile, and Edge | 2019-10-01 - By Anirudh Koul ( ), Siddha Ganju ( ), and Meher Kasam ( ) | ||
Awesome TensorFlow Lite / Learning resources / Videos | |||
| Contributing to TensorFlow Lite with Sunit Roy | 2021-10-06 (Hacktoberfest 2021) | ||
| Android ML by Hoi Lam | 2020-07-25 (GDG Kolkata meetup) | ||
| Easy on-device ML from prototype to production | 2020-04-01 (TF Dev Summit 2020) | ||
| TensorFlow Lite: ML for mobile and IoT devices | 2020-03-11 (TF Dev Summit 2020) | ||
| Keynote - TensorFlow Lite: ML for mobile and IoT devices | 2019-10-31 | ||
| TensorFlow Lite: Solution for running ML on-device | 2019-10-31 | ||
| TensorFlow model optimization: Quantization and pruning | 2019-10-31 | ||
| Inside TensorFlow: TensorFlow Lite | 2019-10-29 | ||
| TensorFlow Lite for Android (Coding TensorFlow) | 2018-04-18 | ||
Awesome TensorFlow Lite / Learning resources / Podcasts | |||
| Talking Machine Learning with Hoi Lam | 2020-08-08 | ||
Awesome TensorFlow Lite / Learning resources / MOOCs | |||
| Introduction to TensorFlow Lite | Udacity course by Daniel Situnayake (@dansitu), Paige Bailey ( ), and Juan Delgado | ||
| Device-based Models with TensorFlow Lite | Coursera course by Laurence Moroney ( ) | ||
| The Future of ML is Tiny and Bright | A series of edX courses created by Harvard in collaboration with Google. Instructors - Vijay Janapa Reddi, Laurence Moroney, and Pete Warden | ||
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