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

在 oxford hand 数据集上对 YOLOv3 做模型剪枝（network slimming）

yolov3 yolov4 channel and layer pruning, Knowledge Distillation 层剪枝，通道剪枝，知识蒸馏

Channel Pruning for Accelerating Very Deep Neural Networks (ICCV'17)

Network Slimming (Pytorch) (ICCV 2017)

[ECCV 2018] AMC: AutoML for Model Compression and Acceleration on Mobile Devices

MetaPruning: Meta Learning for Automatic Neural Network Channel Pruning. In ICCV 2019.

Use TensorRT API to implement Caffe-SSD， SSD（channel pruning）， Mobilenet-SSD

Code for the NuerIPS'19 paper "Gate Decorator: Global Filter Pruning Method for Accelerating Deep Convolutional Neural Networks"

Code for “Discrimination-aware-Channel-Pruning-for-Deep-Neural-Networks”

A Pytorch implementation of Neural Network Compression (pruning, deep compression, channel pruning)

Pytorch implementation of our paper accepted by IJCAI 2020 -- Channel Pruning via Automatic Structure Search

CNN channel pruning, LeGR, MorphNet, AMC. Codebase for paper "LeGR: Filter Pruning via Learned Global Ranking"

Mayo: Auto-generation of hardware-friendly deep neural networks. Dynamic Channel Pruning: Feature Boosting and Suppression.

MNN demo of Strongeryolo, including channel pruning, android support...

Rethinking the Smaller-Norm-Less-Informative Assumption in Channel Pruning of Convolution Layers https://arxiv.org/abs/1802.00124

Conditional channel- and precision-pruning on neural networks

GNN-RL Compression: Topology-Aware Network Pruning using Multi-stage Graph Embedding and Reinforcement Learning

An implementation of Channel Pruning on face recognition algorithm Sphereface.

Code for CHIP: CHannel Independence-based Pruning for Compact Neural Networks (NeruIPS 2021).

APRCP HRNet: Adaptive Pruning Rate Channel Pruning for HRNet Applied to 2D Human Pose Estimation

Source code for ECCV 2022 Poster: Data-free Backdoor Removal based on Channel Lipschitzness

No description available

A C++ project for performing CNN channel pruning.

Pytorch implementation of channel pruning and AMC

In this repository using the sparse training, group channel pruning and knowledge distilling for YOLOV4,

provide some new architecture, channel pruning and quantization methods for yolov5

Tensorflow codes for "Rethinking the Smaller-Norm-Less-Informative Assumption in Channel Pruning of Convolution Layers"

[CVPR 2024] Diversity-aware Channel Pruning for StyleGAN Compression

CleanUMamba: A Compact Mamba Network for Speech Denoising using Channel Pruning [Official PyTorch implementation]