open-edge-platform/anomalib

An anomaly detection library comprising state-of-the-art algorithms and features such as experiment management, hyper-parameter optimization, and edge inference.

Language: Python - Size: 65.1 MB - Last synced at: about 12 hours ago - Pushed at: about 13 hours ago - Stars: 5,121 - Forks: 839

csarron/awesome-emdl

Embedded and mobile deep learning research resources

Size: 88.9 KB - Last synced at: 2 days ago - Pushed at: over 2 years ago - Stars: 756 - Forks: 167

VITA-Group/Audio-Lottery

[ICLR 2022] "Audio Lottery: Speech Recognition Made Ultra-Lightweight, Noise-Robust, and Transferable", by Shaojin Ding, Tianlong Chen, Zhangyang Wang

Language: Python - Size: 116 KB - Last synced at: about 1 month ago - Pushed at: over 3 years ago - Stars: 32 - Forks: 6

Juliwan/anomalib

anomalib 🐙 is an open-source PyTorch and Lightning library for benchmarking, developing, and deploying deep learning anomaly detection models for industrial and research use

Language: Python - Size: 56.5 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

d-becking/nncodec2

Fraunhofer HHI implementation of the Neural Network Coding (NNC) Standard

Language: Python - Size: 7.13 MB - Last synced at: 16 days ago - Pushed at: 4 months ago - Stars: 5 - Forks: 0

AnacletoLAB/sHAM

Compact representations of convolutional neural networks via weight pruning and quantization

Language: Python - Size: 56 MB - Last synced at: 5 months ago - Pushed at: over 2 years ago - Stars: 10 - Forks: 3

coinslab/StatPruneNet

Development and Evaluation of Neural Net Sensitivity-Based Pruning Algorithms Using Statistical Inference

Language: Python - Size: 9.76 MB - Last synced at: 16 days ago - Pushed at: 8 months ago - Stars: 1 - Forks: 0

VITA-Group/Deep-K-Means-pytorch

[ICML 2018] "Deep k-Means: Re-Training and Parameter Sharing with Harder Cluster Assignments for Compressing Deep Convolutions"

Language: Python - Size: 72 MB - Last synced at: about 1 month ago - Pushed at: almost 4 years ago - Stars: 152 - Forks: 33

ashutoshbsathe/scarpet-nn

Tools and libraries to run neural networks in Minecraft :pick:

Language: Python - Size: 4.72 MB - Last synced at: 6 months ago - Pushed at: over 2 years ago - Stars: 147 - Forks: 7

imirzadeh/Teacher-Assistant-Knowledge-Distillation 📦

Using Teacher Assistants to Improve Knowledge Distillation: https://arxiv.org/pdf/1902.03393.pdf

Language: Python - Size: 144 KB - Last synced at: about 1 year ago - Pushed at: about 6 years ago - Stars: 256 - Forks: 47

IlanPrice/DCTpS

Code for testing DCT plus Sparse (DCTpS) networks

Language: Python - Size: 89.8 KB - Last synced at: 7 months ago - Pushed at: over 4 years ago - Stars: 14 - Forks: 0

snu-mllab/Efficient-CNN-Depth-Compression

Official PyTorch implementation of "Efficient Latency-Aware CNN Depth Compression via Two-Stage Dynamic Programming" (ICML'23)

Language: Python - Size: 854 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 12 - Forks: 0

vi2enne/Neural-Network-Pruning

Language: Python - Size: 60.5 KB - Last synced at: over 1 year ago - Pushed at: about 3 years ago - Stars: 1 - Forks: 1

jaketae/nn-svd

Neural network compression with SVD

Language: Python - Size: 33.2 KB - Last synced at: 8 months ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

kernel-machine/OptDNN

OptDNN: Automatic Deep Neural Networks Optimizer for Edge Computing

Language: Python - Size: 313 KB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

kernel-machine/optdnn_edge

OptDNN: Benchmarker for edge devices

Language: Python - Size: 136 KB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

MichiganCOG/MINT

Neural Network Pruning Using Dependency Measures

Language: Python - Size: 11.1 MB - Last synced at: almost 2 years ago - Pushed at: almost 4 years ago - Stars: 0 - Forks: 0

diaoenmao/Pruning-Deep-Neural-Networks-from-a-Sparsity-Perspective

[ICLR 2023] Pruning Deep Neural Networks from a Sparsity Perspective

Language: Python - Size: 32.4 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 11 - Forks: 0

daniel-rychlewski/cnn-planesnet

Compressed CNNs for airplane classification in satellite images (APoZ-based parameter pruning, INT8 weight quantization)

Language: Python - Size: 497 MB - Last synced at: about 2 years ago - Pushed at: over 5 years ago - Stars: 1 - Forks: 0

daniel-rychlewski/hsi-toolbox

Hyperspectral CNN compression and band selection

Language: Jupyter Notebook - Size: 44.1 MB - Last synced at: about 2 years ago - Pushed at: over 5 years ago - Stars: 29 - Forks: 7

d-becking/nncodec-icml-2023-demo

This repository is for reproducing the results shown in the NNCodec ICML Workshop paper. Additionally, it includes a demo, prepared for the Neural Compression Workshop (NCW).

Language: Python - Size: 8.19 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

wesamnabeel99/neural-network-compression

Image classification using compressed deep neural network ported on resource-constrained platforms.

Language: Python - Size: 89.8 KB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0

kkahatapitiya/LinearConv

Code for our WACV 2021 paper "Exploiting the Redundancy in Convolutional Filters for Parameter Reduction"

Language: Python - Size: 3.94 MB - Last synced at: over 2 years ago - Pushed at: almost 5 years ago - Stars: 8 - Forks: 2

varungohil/Generalizing-Lottery-Tickets

This repository contains code to replicate the experiments given in NeurIPS 2019 paper "One ticket to win them all: generalizing lottery ticket initializations across datasets and optimizers"

Language: Jupyter Notebook - Size: 1.15 MB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 49 - Forks: 9

ChanganVR/learning-to-learn-sparsity

Use a meta-network to learn the importance and correlation of neural network weights

Language: Python - Size: 18.6 KB - Last synced at: over 2 years ago - Pushed at: over 6 years ago - Stars: 1 - Forks: 0

datur/nncompression

Masters Thesis Project https://davidturner94.github.com/nncompression

Language: TeX - Size: 1.23 GB - Last synced at: over 2 years ago - Pushed at: over 5 years ago - Stars: 0 - Forks: 0

espn-neurips2020/ESPN

ESPN: Extreme Sparse Pruned Network

Language: Python - Size: 266 KB - Last synced at: over 2 years ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 0