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The Top 22 Quantized Neural Networks Open Source Projects

Open source projects categorized as Quantized Neural Networks
Categories > Quantized Neural Networks
Model Optimization ⭐ 1,445
A toolkit to optimize ML models for deployment for Keras and TensorFlow, including quantization and pruning.
dependent packages 27total releases 30most recent commit 4 months agopypi tensorflow-model-optimization} Downloads
Larq ⭐ 684
An Open-Source Library for Training Binarized Neural Networks
dependent packages 1total releases 38most recent commit 4 months agopypi larq} Downloads
Awesome Automl And Lightweight Models ⭐ 647
A list of high-quality (newest) AutoML works and lightweight models including 1.) Neural Architecture Search, 2.) Lightweight Structures, 3.) Model Compression, Quantization and Acceleration, 4.) Hyperparameter Optimization, 5.) Automated Feature Engineering.
most recent commit 4 years ago
Qkeras ⭐ 514
QKeras: a quantization deep learning library for Tensorflow Keras
dependent packages 2total releases 1most recent commit 3 months agopypi QKeras} Downloads
Caffe Int8 Convert Tools ⭐ 455
Generate a quantization parameter file for ncnn framework int8 inference
most recent commit 4 years ago
Hawq ⭐ 324
Quantization library for PyTorch. Support low-precision and mixed-precision quantization, with hardware implementation through TVM.
most recent commit a year ago
Cu Net ⭐ 218
Code for "Quantized Densely Connected U-Nets for Efficient Landmark Localization" (ECCV 2018) and "CU-Net: Coupled U-Nets" (BMVC 2018 oral)
most recent commit 3 years ago
Zeroq ⭐ 103
[CVPR'20] ZeroQ: A Novel Zero Shot Quantization Framework
most recent commit 4 years ago
Hailo_model_zoo ⭐ 82
The Hailo Model Zoo includes pre-trained models and a full building and evaluation environment
most recent commit 4 months ago
Qonnx ⭐ 81
QONNX: Arbitrary-Precision Quantized Neural Networks in ONNX
total releases 4most recent commit 5 months ago
Pytorch_quantize_impls ⭐ 59
Some recent Quantizing techniques on PyTorch
most recent commit 5 years ago
Mobilenet_v1_stm32_cmsis_nn ⭐ 40
Mobilenet v1 trained on Imagenet for STM32 using extended CMSIS-NN with INT-Q quantization support
most recent commit 4 years ago
Bitpack ⭐ 36
BitPack is a practical tool to efficiently save ultra-low precision/mixed-precision quantized models.
most recent commit a year ago
Megvii Tsinghua Dl Course ⭐ 30
Slides with modifications for a course at Tsinghua University.
most recent commit 2 years ago
Near Lossless Binarization ⭐ 22
This repository contains source code to binarize any real-value word embeddings into binary vectors.
most recent commit 3 years ago
Quantized Yolov5 ⭐ 21
Low Precision(quantized) Yolov5
most recent commit 4 months ago
Training Mixed Precision Quantized Networks ⭐ 17
This repository containts the pytorch scripts to train mixed-precision networks for microcontroller deployment, based on the memory contraints of the target device.
most recent commit 5 years ago
Binary Neural Networks ⭐ 17
Binary neural networks developed by Huawei Noah's Ark Lab
most recent commit 3 years ago
Linger ⭐ 16
a CSK serial based train tools， rely on pytorch
total releases 3most recent commit 4 months ago
Quantized Nets ⭐ 16
Contains code for Binary, Ternary, N-bit Quantized and Hybrid CNNs for low precision experiments.
most recent commit 5 years ago
Cmsis_nn Intq ⭐ 12
INT-Q Extension of the CMSIS-NN library for ARM Cortex-M target
most recent commit 4 years ago
Quantsr ⭐ 5
This project is the official implementation of our accepted NeurIPS 2023 (spotlight) paper QuantSR: Accurate Low-bit Quantization for Efficient Image Super-Resolution.
most recent commit 6 months ago
The 3 Most Depended On Quantized Neural Networks Open Source Projects
Model Optimization ⭐ 1,445
A toolkit to optimize ML models for deployment for Keras and TensorFlow, including quantization and pruning.
dependent packages 27total releases 30latest release May 26, 2023most recent commit 4 months agopypi tensorflow-model-optimization} Downloads
Qkeras ⭐ 514
QKeras: a quantization deep learning library for Tensorflow Keras
dependent packages 2total releases 1latest release July 07, 2021most recent commit 3 months agopypi QKeras} Downloads
Larq ⭐ 684
An Open-Source Library for Training Binarized Neural Networks
dependent packages 1total releases 38latest release December 02, 2021most recent commit 4 months agopypi larq} Downloads
The 5 Latest Releases In Quantized Neural Networks Open Source Projects
Linger ⭐ 16
a CSK serial based train tools， rely on pytorch
total releases 3latest release August 15, 2023most recent commit 4 months ago
Qonnx ⭐ 81
QONNX: Arbitrary-Precision Quantized Neural Networks in ONNX
total releases 4latest release July 28, 2023most recent commit 5 months ago
Model Optimization ⭐ 1,445
A toolkit to optimize ML models for deployment for Keras and TensorFlow, including quantization and pruning.
dependent packages 27total releases 30latest release May 26, 2023most recent commit 4 months agopypi tensorflow-model-optimization} Downloads
Larq ⭐ 684
An Open-Source Library for Training Binarized Neural Networks
dependent packages 1total releases 38latest release December 02, 2021most recent commit 4 months agopypi larq} Downloads
Qkeras ⭐ 514
QKeras: a quantization deep learning library for Tensorflow Keras
dependent packages 2total releases 1latest release July 07, 2021most recent commit 3 months agopypi QKeras} Downloads
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