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channel-pruning

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Lam1360 /YOLOv3-model-pruning

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

object-detection model-pruning channel-pruning hand-detection yolov3

UpdatedSep 26, 2022
Python

channel-pruning

ethanhe42 /channel-pruning

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

deep-neural-networks acceleration image-classification image-recognition object-detection model-compression channel-pruning

UpdatedMay 2, 2024
Python

Eric-mingjie /network-slimming

Network Slimming (Pytorch) (ICCV 2017)

sparsity deep-learning pytorch convolutional-neural-networks channel-pruning

UpdatedNov 6, 2020
Python

mit-han-lab /amc

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

automl model-compression channel-pruning automl-for-compression efficient-model on-device-ai

UpdatedNov 22, 2023
Python

youzhonghui /gate-decorator-pruning

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

channel-pruning

UpdatedFeb 21, 2020
Jupyter Notebook

deep-fry /mayo

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

machine-learning deep-learning hardware-acceleration model-compression channel-pruning

UpdatedDec 10, 2019
Python

yusx-swapp /GNN-RL-Model-Compression

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

channel-pruning filter-pruning gnn-rl

UpdatedFeb 21, 2023
Python

isthatyoung /Sphereface-prune

An implementation of Channel Pruning on face recognition algorithm Sphereface.

compression caffe face-recognition pruning sphereface channel-pruning

UpdatedApr 5, 2020
Python

violet17 /yolov3-channel-pruning

pytorch object-detection channel-pruning yolov3 prunning

UpdatedAug 5, 2019
Python

DeNA /ChainerPruner

ChainerPruner: Channel Pruning framework for Chainer

deep-learning chainer channel-pruning

UpdatedOct 7, 2019
Python

ZJCV /SSL

[NIPS 2016] Learning Structured Sparsity in Deep Neural Networks

pytorch resnet pruning vggnet channel-pruning network-pruning filter-pruning zcls layer-pruning structured-sparsity-learning

UpdatedOct 10, 2021
Python

yousiki /PyTorch-FBS

A PyTorch Implementation of Feature Boosting and Suppression

python pytorch channel-pruning pytorch-implementation dynamic-channel-pruning

UpdatedSep 14, 2020
Python

ivclab /Multistage_Pruning

Cheng-Hao Tu, Jia-Hong Lee, Yi-Ming Chan and Chu-Song Chen, "Pruning Depthwise Separable Convolutions for MobileNet Compression," International Joint Conference on Neural Networks, IJCNN 2020, July 2020.

deep-neural-networks pytorch model-compression mobilenet efficient-inference channel-pruning network-pruning depthwise-separable-convolutions filter-pruning

UpdatedJan 8, 2021
Python

fangvv /CPSCA

Code for paper "Channel Pruning Guided by Spatial and Channel Attention for DNNs in Intelligent Edge Computing"

dnn vgg resnet attention-mechanism model-compression edge-computing senet channel-pruning cbam

UpdatedMay 19, 2023
Python

DongGeun-Yoon /DCP

Official PyTorch implementation of "Lightweight Alpha Matting Network Using Distillation-Based Channel Pruning" (Asian Conference on Computer Vision 2022)

knowledge-distillation channel-pruning

UpdatedNov 5, 2022
Python

mohaimenz /pruning-vs-xnor

Official repository for the research article "Pruning vs XNOR-Net: A ComprehensiveStudy on Deep Learning for AudioClassification in Microcontrollers"

deep-learning microcontrollers quantization audio-classification xnor-net model-compression channel-pruning sound-classification filter-pruning deeplea

UpdatedAug 24, 2021
Python

pvti /NORTON

🌠 Enhanced Network Compression Through Tensor Decompositions and Pruning

cpd tensor-decomposition model-compression channel-pruning tucker-decomposition sparsification filter-pruning structured-pruning tinyml hybrid-compression

UpdatedApr 17, 2025
Python

sisyphus-cv-lab /MODNet-ModelCompression

对人像抠图模型MODNet进行滤波器级别的剪枝，结合自适应与固定比例策略。

pytorch segmentation adaptive channel-pruning mobilenetv2 filter-pruning modnet modnet-p

UpdatedJun 13, 2023
Python

georgymironov /single_shot_detection

Single shot object detection in PyTorch

pytorch ssd object-detection channel-pruning retinanet m2det ssd-mobilenetv2

UpdatedJul 23, 2019
Python

ZJCV /NetworkSlimming

[ICCV 2017] Learning Efficient Convolutional Networks through Network Slimming

pytorch resnet vggnet mobilenet channel-pruning network-pruning network-slimming zcls

UpdatedOct 9, 2021
Python

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