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The Top 23 Network Pruning Open Source Projects

Open source projects categorized as Network Pruning
Categories > Network Pruning
Torch Pruning ⭐ 2,035
[CVPR 2023] Towards Any Structural Pruning; LLMs / SAM / Diffusion / Transformers / YOLOv8 / CNNs
dependent packages 4total releases 33most recent commit 3 months agopypi torch-pruning} Downloads
Rethinking Network Pruning ⭐ 997
Rethinking the Value of Network Pruning (Pytorch) (ICLR 2019)
most recent commit 4 years ago
Efficient Deep Learning ⭐ 885
Collection of recent methods on (deep) neural network compression and acceleration.
most recent commit 2 months ago
Wanda ⭐ 363
A simple and effective LLM pruning approach.
most recent commit 6 months ago
Cen ⭐ 229
[TPAMI 2022, NeurIPS 2020] Code release for "Deep Multimodal Fusion by Channel Exchanging"
most recent commit a year ago
Lottery Ticket Hypothesis In Pytorch ⭐ 209
This repository contains a Pytorch implementation of the paper "The Lottery Ticket Hypothesis: Finding Sparse, Trainable Neural Networks" by Jonathan Frankle and Michael Carbin that can be easily adapted to any model/dataset.
most recent commit 2 years ago
Pruning ⭐ 193
Code for "Co-Evolutionary Compression for Unpaired Image Translation" (ICCV 2019), "SCOP: Scientific Control for Reliable Neural Network Pruning" (NeurIPS 2020) and “Manifold Regularized Dynamic Network Pruning” (CVPR 2021).
most recent commit 3 years ago
Sparse Winograd Cnn ⭐ 187
Efficient Sparse-Winograd Convolutional Neural Networks (ICLR 2018)
most recent commit 5 years ago
Ds Net ⭐ 161
(CVPR 2021, Oral) Dynamic Slimmable Network
most recent commit 2 years ago
Atomnas ⭐ 148
Code for ICLR 2020 paper 'AtomNAS: Fine-Grained End-to-End Neural Architecture Search'
most recent commit 4 years ago
Eigendamage Pytorch ⭐ 105
Code for "EigenDamage: Structured Pruning in the Kronecker-Factored Eigenbasis" https://arxiv.org/abs/1905.05934
most recent commit 4 years ago
Diff Pruning ⭐ 102
[NeurIPS 2023] Structural Pruning for Diffusion Models
most recent commit 3 months ago
Spvit ⭐ 89
[TPAMI 2024] This is the official repository for our paper: ''Pruning Self-attentions into Convolutional Layers in Single Path''.
most recent commit 4 months ago
Snip Public ⭐ 51
SNIP: SINGLE-SHOT NETWORK PRUNING BASED ON CONNECTION SENSITIVITY
most recent commit 5 years ago
Kesi ⭐ 25
Knowledge distillation from Ensembles of Iterative pruning (BMVC 2020)
most recent commit 4 years ago
Cae Admm ⭐ 25
CAE-ADMM: Implicit Bitrate Optimization via ADMM-Based Pruning in Compressive Autoencoders
most recent commit 4 years ago
Lookahead_pruning ⭐ 24
Lookahead: A Far-sighted Alternative of Magnitude-based Pruning (ICLR 2020)
most recent commit 3 years ago
Model_compression_for_yolov3 V4 ⭐ 22
In this repository using the sparse training, group channel pruning and knowledge distilling for YOLOV4,
most recent commit a year ago
Tpp ⭐ 21
[ICLR'23] Trainability Preserving Neural Pruning (PyTorch)
most recent commit a year ago
Compress Net Notes ⭐ 20
most recent commit 6 years ago
Why The State Of Pruning So Confusing ⭐ 20
[Preprint] Why is the State of Neural Network Pruning so Confusing? On the Fairness, Comparison Setup, and Trainability in Network Pruning
most recent commit a year ago
Autoslim_tf2 ⭐ 5
Implementation of Autoslim using Tensorflow2
most recent commit 4 years ago
Coring ⭐ 5
💍 Efficient tensor-based filter pruning
most recent commit 3 months ago
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