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Search results for neural network quantization
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11 search results found
Awesome Model Quantization
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1,449
A list of papers, docs, codes about model quantization. This repo is aimed to provide the info for model quantization research, we are continuously improving the project. Welcome to PR the works (papers, repositories) that are missed by the repo.
Intel Extension For Pytorch
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1,161
A Python package for extending the official PyTorch that can easily obtain performance on Intel platform
Brevitas
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1,015
Brevitas: neural network quantization in PyTorch
Ppq
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957
PPL Quantization Tool (PPQ) is a powerful offline neural network quantization tool.
Finn
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642
Dataflow compiler for QNN inference on FPGAs
Awesome Ml Model Compression
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378
Awesome machine learning model compression research papers, tools, and learning material.
Bmxnet
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344
(New version is out: https://github.com/hpi-xnor/BMXNet-v2) BMXNet: An Open-Source Binary Neural Network Implementation Based on MXNet
Awesome Model Compression And Acceleration
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329
a list of awesome papers on deep model ompression and acceleration
Model_optimization
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245
Model Compression Toolkit (MCT) is an open source project for neural network model optimization under efficient, constrained hardware. This project provides researchers, developers, and engineers advanced quantization and compression tools for deploying state-of-the-art neural networks.
Awesome Quantization Papers
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201
List of papers related to neural network quantization in recent AI conferences and journals.
Network Speed And Compression
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176
Network acceleration methods
Pb Llm
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102
PB-LLM: Partially Binarized Large Language Models
Efficient Deep Learning
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82
Related Paper of Efficient Deep Neural Networks
Model Compression
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74
This is my final year project of Bachelor of Engineering. Its still incomplete though. I am trying to replicate the research paper "Deep Compression" by Song Han et. al. This paper received best paper award in ICLR 2016
Awesome Deeplearning Tutorials
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47
Links to useful online tutorials etc. about deep learning
Compression_paper
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44
Qnn
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40
Tutorials on Quantized Neural Network using Tensorflow Lite
Mobilenet_v1_stm32_cmsis_nn
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40
Mobilenet v1 trained on Imagenet for STM32 using extended CMSIS-NN with INT-Q quantization support
Awesome Quantization And Fixed Point Training
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35
Neural Network Quantization & Low-Bit Fixed Point Training For Hardware-Friendly Algorithm Design
Cnn Compression Performance
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24
A python script that automatise the training of a CNN, compress it through tensorflow (or ristretto) plugin, and compares the performance of the two networks
Compress Net Notes
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20
Model Compression Acceleration
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20
Paper list on model compression and acceleration
Dnnac
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18
All about acceleration and compression of Deep Neural Networks
Yolo_quantization
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18
Based of paper "Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference"
Proxquant
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17
ProxQuant: Quantized Neural Networks via Proximal Operators
Towards Effective Low Bitwidth Convolutional Neural Networks
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14
This repository implements the paper "Effective Training of Convolutional Neural Networks with Low-bitwidth Weights and Activations"
Lwnn
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14
Lightweight Neural Network
Binary Neural Networks
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14
Exploring "Binary Neural Networks" (https://arxiv.org/abs/1602.02830) in Theano. A set of experiments that use binarised weights and/or activations to reduce computational load of convolutional neural networks.
Yolov3 Quantization Model V1.0
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12
YOLOv3 quantization model v10, only for quantization off-line
Deeplearningformdps
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7
Some codes used for the numerical examples proposed in https://arxiv.org/abs/1812.05916
Neural Nets Compression
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7
Neural Networks Compression (Multi-Layer Perceptron, Softmax, Autoencoder) by SVD, Sparsification, KMeans quantization and Fourier transformation
Hsi Toolbox
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6
Hyperspectral CNN compression and band selection
Quantized_neural_networks
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6
Python code (packaged in Docker container) to run the experiments in "A Greedy Algorithm for Quantizing Neural Networks" by Eric Lybrand and Rayan Saab (2020).
Ternarized_neural_network
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6
Optimizing Deep Convolutional Neural Network with Ternarized Weights and High Accuracy
Neural Network Quatization And Compression Papers
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5
This repository gives most of the papers which are published in the domain of neural network compression and quantization
Pwlq
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5
Code for our paper at ECCV 2020: Post-Training Piecewise Linear Quantization for Deep Neural Networks
Nnquantization
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5
Some implementations of the Neural Networks Quantization algorithms.
Q Mann
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5
Quantized Memory-Augmented Neural Networks (AAAI-18)
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