Project Name | Stars | Downloads | Repos Using This | Packages Using This | Most Recent Commit | Total Releases | Latest Release | Open Issues | License | Language |
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Micronet | 2,155 | 2 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 | ||||||||||
Lq Nets | 230 | 2 years ago | 5 | mit | Python | |||||
LQ-Nets: Learned Quantization for Highly Accurate and Compact Deep Neural Networks | ||||||||||
Cnn Quantization | 126 | 3 years ago | 11 | Python | ||||||
Quantization of Convolutional Neural networks. | ||||||||||
Model Quantization | 116 | 3 years ago | other | Python | ||||||
Collections of model quantization algorithms | ||||||||||
Trained Ternary Quantization | 87 | 6 years ago | 4 | mit | Jupyter Notebook | |||||
Reducing the size of convolutional neural networks | ||||||||||
Permute Quantize Finetune | 79 | 3 years ago | other | Python | ||||||
Using ideas from product quantization for state-of-the-art neural network compression. | ||||||||||
Tf2 | 74 | 4 years ago | 12 | apache-2.0 | Python | |||||
An Open Source Deep Learning Inference Engine Based on FPGA | ||||||||||
Jacinto Ai Devkit | 74 | 3 years ago | 9 | other | ||||||
Training & Quantization of embedded friendly Deep Learning / Machine Learning / Computer Vision models | ||||||||||
Sota Backbones | 64 | 2 years ago | mit | Python | ||||||
A collection of SOTA Image Classification Models in PyTorch | ||||||||||
Fpga Zynqnet | 56 | 7 years ago | 3 | gpl-3.0 | C++ | |||||
FPGA-based ZynqNet CNN accelerator developed by Vivado_HLS |