awesome-tensorflow-lite
An awesome list of TensorFlow Lite models, samples, tutorials, tools and learning resources.
https://github.com/margaretmz/awesome-tensorflow-lite
Last synced: 19 days ago
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Helpful links
TensorFlow 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: ML Kit Showcase App.
- The People + AI Guide book - Learn how to design human-centered AI products.
- TensorFlow Lite for Microcontrollers
- Netron - A tool for visualizing models.
- Adventures in TensorFlow Lite - A repository showing non-trivial conversion processes and general explorations in TensorFlow Lite.
- TFProfiler - An Android-based app to profile TensorFlow Lite models and measure its performance on smartphone.
- TensorFlow Lite for Microcontrollers
- TensorFlow Lite Examples - Android - A repository refactors and rewrites all the TensorFlow Lite Android examples which are included in the TensorFlow official website.
- Tensorflow-lite-kotlin-samples - A collection of Tensorflow Lite Android example Apps in Kotlin, to show different kinds of kotlin implementation of the example apps
- Performance measurement - How to measure model performance on Android and iOS.
Ideas and Inspiration
TensorFlow models
- E2E TFLite Tutorials - 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.
Learning resources
Blog posts
- https://blog.tensorflow.org/2021/06/easier-object-detection-on-mobile-with-tf-lite.html
- Optical character recognition with TensorFlow Lite: A new example app
- YOLOv3 to TensorFlow Lite Conversion - By Nitin Tiwari.
- What is new in TensorFlow Lite - By Khanh LeViet.
- Optimizing style transfer to run on mobile with TFLite - By Khanh LeViet and Luiz Gustavo Martins.
- How TensorFlow Lite helps you from prototype to product - By Khanh LeViet.
- Getting Started with ML on MCUs with TensorFlow - By Brandon Satrom.
- TensorFlow Model Optimization Toolkit — float16 quantization halves model size - By the TensorFlow team.
- Training and serving a real-time mobile object detector in 30 minutes with Cloud TPUs - By Sara Robinson, Aakanksha Chowdhery, and Jonathan Huang.
- Why the Future of Machine Learning is Tiny - By Pete Warden.
- Using TensorFlow Lite on Android - By Laurence Moroney.
- YOLOv3 to TensorFlow Lite Conversion - By Nitin Tiwari.
Books
- AI and Machine Learning On-Device Development - By Laurence Moroney (@lmoroney).
- AI and Machine Learning for Coders - By Laurence Moroney (@lmoroney).
- Mobile Deep Learning with TensorFlow Lite, ML Kit and Flutter - world projects to implement end-to-end neural networks on Android and iOS (GitHub) - By Anubhav Singh (@xprilion) and Rimjhim Bhadani (@Rimjhim28).
- Complete Bundle - of-contents-raspberry-pi-for-computer-vision/)) - By the PyImageSearch Team: Adrian Rosebrock (@PyImageSearch), David Hoffman, Asbhishek Thanki, Sayak Paul (@RisingSayak), and David Mcduffee.
- TinyML - By Pete Warden (@petewarden) and Daniel Situnayake (@dansitu).
- Practical Deep Learning for Cloud, Mobile, and Edge - By Anirudh Koul (@AnirudhKoul), Siddha Ganju (@SiddhaGanju), and Meher Kasam (@MeherKasam).
- AI and Machine Learning On-Device Development - By Laurence Moroney (@lmoroney).
- AI and Machine Learning for Coders - By Laurence Moroney (@lmoroney).
- TinyML - By Pete Warden (@petewarden) and Daniel Situnayake (@dansitu).
- Mobile Deep Learning with TensorFlow Lite, ML Kit and Flutter - world projects to implement end-to-end neural networks on Android and iOS (GitHub) - By Anubhav Singh (@xprilion) and Rimjhim Bhadani (@Rimjhim28).
MOOCs
- Introduction to TensorFlow Lite - Udacity course by Daniel Situnayake (@dansitu), Paige Bailey (@DynamicWebPaige), and Juan Delgado.
- Device-based Models with TensorFlow Lite - Coursera course by Laurence Moroney (@lmoroney).
- 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.
Podcasts
Videos
- Contributing to TensorFlow Lite with Sunit Roy
- Android ML by Hoi Lam
- Easy on-device ML from prototype to production
- TensorFlow Lite: ML for mobile and IoT devices
- Keynote - TensorFlow Lite: ML for mobile and IoT devices
- TensorFlow Lite: Solution for running ML on-device
- TensorFlow model optimization: Quantization and pruning
- Inside TensorFlow: TensorFlow Lite
- TensorFlow Lite for Android (Coding TensorFlow)
- Android ML by Hoi Lam
- TensorFlow Lite for Android (Coding TensorFlow)
- Contributing to TensorFlow Lite with Sunit Roy
- Easy on-device ML from prototype to production
- TensorFlow Lite: ML for mobile and IoT devices
- Keynote - TensorFlow Lite: ML for mobile and IoT devices
- TensorFlow Lite: Solution for running ML on-device
- TensorFlow model optimization: Quantization and pruning
- Inside TensorFlow: TensorFlow Lite
ML Kit examples
TensorFlow models
- ML Kit
- ML Kit Translate demo - A tutorial with material design Android (Kotlin) sample - recognize, identify Language and translate text from live camera with ML Kit for Firebase.
- Computer Vision with ML Kit - Flutter In Focus
- Flutter + MLKit: Business Card Mail Extractor - A blog post with a Flutter sample code.
- From TensorFlow to ML Kit: Power your Android application with machine learning - A talk with Android (Kotlin) sample code.
- Building a Custom Machine Learning Model on Android with TensorFlow Lite
- ML Kit and Face Detection in Flutter
- ML Kit on Android 4: Landmark Detection
- ML Kit on Android 3: Barcode Scanning
- ML Kit on Android 2: Face Detection
- ML Kit on Android 1: Intro
- Computer Vision with ML Kit - Flutter In Focus
- Computer Vision with ML Kit - Flutter In Focus
Models with samples
Computer vision
- download
- Codelab
- Android
- Colab Notebook - Sign-Language-Detection) | Community |
- Colab Notebook - Sign-Language-Detection) | Community |
- download - classifier) | tutorial 1 | tutorial 2 | Community |
- download
- Flutter
- download
- Paper - optimization/) | MobileDet is from University of Wisconsin-Madison and Google and the blog post is from the Community |
- (download) - License) | Community |
- download - cv4arvr/blazeface) | MediaPipe |
- FaceNet - Authentication-App) | Community |
- download - demo-hand-detection) | MediaPipe & Community |
- download - TFLite-Image-Segmentation) | Realtime | Paper | tf.org & Community |
- DeepLab V3 models - type=image-segmentation&publisher=sayakpaul) with Colab Notebooks | Community |
- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
- Download - cv4arvr/hair-segmentation) | MediaPipe |
- Arbitrary image stylization
- models - style-transfer) | Android | Tutorial | Community |
- download
- download - Game-Control-using-Pose-Classification-and-TensorFlow-Lite) | Community |
- Flutter
- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- YOLOv5 - v5-tflite-model) | Community |
- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
- TF Hub
- Dynamic range models - implementation-of-video-style-transfer-with-tensorflow-lite-models-9338a6d2a3ea) | Community |
- TF Hub - in-TensorFlow-Lite/blob/master/Boundless_TFLite.ipynb) | Original Paper | Community |
- Models on TF Hub
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- DeepLab V3 model - camerax-with-image-segmentation-android-project-d8656f35cea3) | Community |
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- U-GAT-IT - with-tflite) | Android | Tutorial | Community |
- White-box CartoonGAN - model/cartoongan/dr/1)) | Project repo | Android | Tutorial | Community |
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