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18 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.
Deep Compression Alexnet
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599
Deep Compression on AlexNet
Awesome Quantization Papers
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201
List of papers related to neural network quantization in recent AI conferences and journals.
Awesome Edge Machine Learning
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200
A curated list of awesome edge machine learning resources, including research papers, inference engines, challenges, books, meetups and others.
Awesome Model Compression
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152
papers about model compression
Tf2deepfloorplan
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107
TF2 Deep FloorPlan Recognition using a Multi-task Network with Room-boundary-Guided Attention. Enable tensorboard, quantization, flask, tflite, docker, github actions and google colab.
Multi Resolution Texture Synthesis
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97
Based on “Fast Texture Synthesis using Tree-structured Vector Quantization” and “Multiresolution Sampling Procedure for Analysis and Synthesis of Texture Images” papers
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
Dsq
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35
pytorch implementation of "Differentiable Soft Quantization: Bridging Full-Precision and Low-Bit Neural Networks"
Loss Aware Weight Quantization
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21
Implementation of ICLR 2018 paper "Loss-aware Weight Quantization of Deep Networks"
Model Compression Acceleration
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20
Paper list on model compression and acceleration
Yolo_quantization
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18
Based of paper "Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference"
Coarsehash
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13
Benchmark datasets used in ICRA 2020 paper: Fast, Compact and Highly Scalable Visual Place Recognition through Sequence-based Matching of Overloaded Representations
Pmf
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12
Proximal Mean-field for Neural Network Quantization
Paper Collection Of Efficient Ml
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9
paper collection
Quantized_meanfield
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9
This repository provides code source used in the paper: A Mean Field Theory of Quantized Deep Networks: The Quantization-Depth Trade-Off
Image Deblocking Ssrqc
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8
Image deblocking method using structural sparse representation and quantization constraint
Circllhist Paper
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6
Analysis of non-dynamic log-linear quantization in histograms
Daqn
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6
An implement of our paper “DEEP ADVERSARIAL QUANTIZATION NETWORK FOR CROSS-MODAL RETRIEVAL”
Nuqsgd
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5
PyTorch Code for the paper "NUQSGD: Provably Communication-efficient Data-parallel SGD via Nonuniform Quantization"
Pwlq
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5
Code for our paper at ECCV 2020: Post-Training Piecewise Linear Quantization for Deep Neural Networks
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
Deep Llr Quantization
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5
Source code for the "Deep Log-Likelihood Ratio Compression" paper submitted to EUSIPCO 2019
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