network-pruning topic

List network-pruning repositories

AtomNAS

223
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21
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[ICLR 2020]: 'AtomNAS: Fine-Grained End-to-End Neural Architecture Search'

Efficient-Deep-Learning

904
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128
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Collection of recent methods on (deep) neural network compression and acceleration.

Torch-Pruning

2.6k
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324
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[CVPR 2023] Towards Any Structural Pruning; LLMs / SAM / Diffusion / Transformers / YOLOv8 / CNNs

Lottery-Ticket-Hypothesis-in-Pytorch

317
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90
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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 adap...

CEN

277
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44
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[TPAMI 2022, NeurIPS 2020] Code release for "Deep Multimodal Fusion by Channel Exchanging"

rethinking-network-pruning

1.5k
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294
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Rethinking the Value of Network Pruning (Pytorch) (ICLR 2019)

Pruning

237
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47
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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 Netwo...

DS-Net

224
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19
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(CVPR 2021, Oral) Dynamic Slimmable Network

sparse-winograd-cnn

185
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47
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Efficient Sparse-Winograd Convolutional Neural Networks (ICLR 2018)

EigenDamage-Pytorch

111
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19
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Code for "EigenDamage: Structured Pruning in the Kronecker-Factored Eigenbasis" https://arxiv.org/abs/1905.05934