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LQ-Nets: Learned Quantization for Highly Accurate and Compact Deep Neural Networks
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Project Name Stars Downloads Repos Using This Packages Using This Most Recent Commit Total Releases Latest Release Open Issues License Language
666DZY666/micronet 2,129 0 0 over 4 years ago 46 October 06, 2021 70 mit Python
micronet, a model compression and deploy lib. compression: 1、quantization: quantization-aware-training(QAT), High-Bit(>2b)(DoReFa/Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference)、Low-Bit(≤2b)/Ternary and Binary(TWN/BNN/XNOR-Net); post-training-quantization(PTQ), 8-bit(tensorrt); 2、 pruning: normal、regular and group convolutional channel pruning; 3、 group convolution structure; 4、batch-normalization fuse for quantization. deploy: tensorrt, fp32/fp16/int8(ptq-calibration)、op-adapt(upsample)、dynamic_shape
microsoft/LQ-Nets 230 0 0 over 3 years ago 0 5 mit Python
LQ-Nets: Learned Quantization for Highly Accurate and Compact Deep Neural Networks
submission2019/cnn-quantization 126 0 0 over 5 years ago 0 11 Python
Quantization of Convolutional Neural networks.
blueardour/model-quantization 116 0 0 over 5 years ago 0 0 other Python
Collections of model quantization algorithms
TropComplique/trained-ternary-quantization 87 0 0 over 8 years ago 0 4 mit Jupyter Notebook
Reducing the size of convolutional neural networks
uber-research/permute-quantize-finetune 79 0 0 over 5 years ago 0 0 other Python
Using ideas from product quantization for state-of-the-art neural network compression.
TexasInstruments/jacinto-ai-devkit 74 0 0 over 4 years ago 0 9 other
Training & Quantization of embedded friendly Deep Learning / Machine Learning / Computer Vision models
TF2-Engine/TF2 74 0 0 almost 6 years ago 0 12 apache-2.0 Python
An Open Source Deep Learning Inference Engine Based on FPGA
sithu31296/sota-backbones 64 0 0 almost 4 years ago 0 0 mit Python
A collection of SOTA Image Classification Models in PyTorch
pp-Innovate/FPGA-ZynqNet 56 0 0 almost 9 years ago 0 3 gpl-3.0 C++
FPGA-based ZynqNet CNN accelerator developed by Vivado_HLS
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