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Top 9 sparsity open source projects

attention-guided-sparsity

Attention-Based Guided Structured Sparsity of Deep Neural Networks

✭ 26

python sparsity deep-learning convolutional-neural-networks attention-mechanism

SMSR

[CVPR 2021] Exploring Sparsity in Image Super-Resolution for Efficient Inference

✭ 205

python sparsity super-resolution efficient-inference

NTFk.jl

Unsupervised Machine Learning: Nonnegative Tensor Factorization + k-means clustering

✭ 36

julia python r matlab Jupyter Notebook Dockerfile machine-learning sparsity feature-extraction unsupervised-learning kmeans-clustering tensor-decomposition cp-decomposition blind-source-separation tensor-networks hosvd tucker-decomposition

strollr2d icassp2017

Image Denoising Codes using STROLLR learning, the Matlab implementation of the paper in ICASSP2017

✭ 22

matlab sparsity unsupervised-learning self-similarity image-denoising joint-models lowrankdenoising transform-learning state-of-the-art

neural-compressor

Intel® Neural Compressor (formerly known as Intel® Low Precision Optimization Tool), targeting to provide unified APIs for network compression technologies, such as low precision quantization, sparsity, pruning, knowledge distillation, across different deep learning frameworks to pursue optimal inference performance.

✭ 666

python javascript typescript HTML Jupyter Notebook SCSS sparsity deep-learning pruning quantization knowledge-distillation auto-tuning low-precision quantization-aware-training post-training-quantization

torchprune

A research library for pytorch-based neural network pruning, compression, and more.

✭ 133

shell python Dockerfile machine-learning sparsity compression deep-learning pytorch neural-networks pruning tensor-decomposition neural-architecture-search weight-pruning sparsification filter-pruning tinyml generalization-ability coresets pruning-algorithms

deep-compression

Learning both Weights and Connections for Efficient Neural Networks https://arxiv.org/abs/1506.02626

✭ 156

Jupyter Notebook python shell sparsity deep-learning pytorch pruning

pyowl

Ordered Weighted L1 regularization for classification and regression in Python

✭ 52

python machine-learning sparsity regression classification regularization

Magni

A package for AFM image reconstruction and compressed sensing in general

✭ 37

python sparsity compressed-sensing image-reconstruction afm

1-9 of 9 sparsity projects