The TensorFlow Blog

TensorFlow Lite

TensorFlow Lite is an open source deep learning framework for on-device inference. Articles in this section cover deploying machine learning models on mobile and IoT devices.

Announcement · LiteRT

What's new in TensorFlow 2.20

สิงหาคม 19, 2568 — Posted by the TensorFlow team

Introducing Wake Vision: A High-Quality, Large-Scale Dataset for TinyML Computer Vision Applications

AI · Community

Introducing Wake Vision: A High-Quality, Large-Scale Dataset for TinyML Computer Vision Applications

ธันวาคม 05, 2567 — Posted by Colby Banbury, Emil Njor, Andrea Mattia Garavagno, Vijay Janapa Reddi – Harvard University

Faster Dynamically Quantized Inference with XNNPack

AI · Announcement

Faster Dynamically Quantized Inference with XNNPack

เมษายน 09, 2567 — Posted by Alan Kelly, Software Engineer

Half-precision Inference Doubles On-Device Inference Performance

AI · Announcement

Half-precision Inference Doubles On-Device Inference Performance

พฤศจิกายน 29, 2566 — Posted by Marat Dukhan and Frank Barchard, Software Engineers

Building a board game with the TFLite plugin for Flutter

Flutter · How To

Building a board game with the TFLite plugin for Flutter

ตุลาคม 18, 2566 — Posted by Wei Wei, Developer Advocate

Simpleperf case study: Fast initialization of TFLite’s Memory Arena

performance · reduce

Simpleperf case study: Fast initialization of TFLite’s Memory Arena

สิงหาคม 09, 2566 — Posted by Alan Kelly, Software Engineer

On-device fetal ultrasound assessment with TensorFlow Lite

AI · Health

On-device fetal ultrasound assessment with TensorFlow Lite

มิถุนายน 20, 2566 — Posted by Angelica Willis and Akib Uddin, Health AI Team, Google Research

TensorFlow Lite Micro with ML acceleration

Coral · TensorFlow Lite

TensorFlow Lite Micro with ML acceleration

กุมภาพันธ์ 02, 2566 — Posted by Scott Main, Technical Writer, and the Coral team

New State-of-the-Art Quantized Models Added in TF Model Garden

TensorFlow Core · TensorFlow Lite

New State-of-the-Art Quantized Models Added in TF Model Garden

ธันวาคม 22, 2565 — Posted by Jaehong Kim, Fan Yang, Shixin Luo, and Jiyang Kang

Community · TensorFlow Lite

Building a TensorFlow Lite based computer vision emoji input device with OpenMV

พฤศจิกายน 29, 2565 — A guest post by Sandeep Mistry, Arm

Community · TensorFlow Lite

Integrating Arm Virtual Hardware with the TensorFlow Lite Micro Continuous Integration Infrastructure

ตุลาคม 24, 2565 — A guest post by Matthias Hertel and Annie Tallund of Arm

Building a reinforcement learning agent with JAX, and deploying it on Android with TensorFlow Lite

Flax · JAX

Building a reinforcement learning agent with JAX, and deploying it on Android with TensorFlow Lite

ตุลาคม 03, 2565 — Posted by Wei Wei, Developer Advocate

mean · performance

Fast Reduce and Mean in TensorFlow Lite

กันยายน 30, 2565 — Posted by Alan Kelly, Software Engineer

Announcing TensorFlow Lite in Google Play Services General Availability

Android · TensorFlow Lite

Announcing TensorFlow Lite in Google Play Services General Availability

กันยายน 07, 2565 — Posted by Bernhard Bauer and Terry Heo, Software Engineers, Google

performance · profiling

Profiling XNNPACK with TFLite

มิถุนายน 15, 2565 — Posted by Alan Kelly, Software Engineer

Adding Quantization-aware Training and Pruning to the TensorFlow Model Garden

TensorFlow Core · TensorFlow Lite

Adding Quantization-aware Training and Pruning to the TensorFlow Model Garden

มิถุนายน 09, 2565 — Posted by Jaehong Kim, Rino Lee, and Fan Yang, Software Engineers

Memory-efficient inference with XNNPack weights cache

TensorFlow Lite

Memory-efficient inference with XNNPack weights cache

มิถุนายน 06, 2565 — Posted by Zhi An Ng and Marat Dukhan, Google

TensorFlow Lite for education and makers

Coral · Education

TensorFlow Lite for education and makers

พฤษภาคม 17, 2565 — Posted by Scott Main, AIY Projects and Coral

TensorFlow Lite

On-device Text-to-Image Search with TensorFlow Lite Searcher Library

พฤษภาคม 11, 2565 — Posted by Zonglin Li, Lu Wang, Maxime Brénon, and Yuqi Li, Software Engineers

TensorFlow Lite

Video Classification on Edge Devices with TensorFlow Lite and MoViNet

เมษายน 14, 2565 — Posted by Dan Kondratyuk, Liangzhe Yuan, Google Research and Khanh LeViet, TensorFlow Developer Relations

Tags