efficient-neural-networks

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snap-research /EfficientFormer

Star1.1k

EfficientFormerV2 [ICCV 2023] & EfficientFormer [NeurIPs 2022]

deep-learning detection transformers pytorch transformer imagenet semantic-segmentation mobile-devices efficient-inference efficient-neural-networks

UpdatedAug 13, 2023
Python

csarron /awesome-emdl

Star754

Embedded and mobile deep learning research resources

deep-neural-networks deep-learning inference pruning quantization neural-network-compression mobile-deep-learning embedded-ai efficient-neural-networks mobile-ai mobile-inference

UpdatedMar 14, 2023

chaitjo /efficient-gnns

Star532

Code and resources on scalable and efficient Graph Neural Networks (TNNLS 2023)

knowledge-distillation graph-convolutional-networks graph-neural-networks graph-representation-learning scalable-deep-learning gnn efficient-neural-networks contrastive-learning efficient-deep-learning

UpdatedFeb 4, 2023
Python

Zhen-Dong /HAWQ

Star442

Quantization library for PyTorch. Support low-precision and mixed-precision quantization, with hardware implementation through TVM.

pytorch quantization hessian 8-bit model-compression distillation tvm 4-bit mixed-precision tensorcore quantized-neural-networks hardware-aware efficient-neural-networks

UpdatedMay 15, 2023
Python

amirgholami /ZeroQ

Star280

[CVPR'20] ZeroQ: A Novel Zero Shot Quantization Framework

compression quantization quantized-neural-networks efficient-model efficient-neural-networks

UpdatedDec 8, 2023
Python

kssteven418 /I-BERT

Star252

[ICML'21 Oral] I-BERT: Integer-only BERT Quantization

natural-language-processing transformer quantization bert model-compression efficient-model efficient-neural-networks

UpdatedJan 29, 2023
Python

cure-lab /DeciWatch

Star180

[ECCV 2022] Official implementation of the paper "DeciWatch: A Simple Baseline for 10x Efficient 2D and 3D Pose Estimation"

deep-learning efficiency pytorch human-pose-estimation pose-estimation eccv efficient-inference 2d-human-pose 3d-pose-estimation efficient-neural-networks body-reconstruction eccv2022 3d-body-recovery

UpdatedJul 19, 2022
Python

zeiss-microscopy /BSConv

Star138

Reference implementation for Blueprint Separable Convolutions (CVPR 2020)

deep-learning pytorch image-classification resnet cifar10 zeiss cifar100 mobilenet depthwise-separable-convolutions efficient-neural-networks cvpr2020 blueprint-separable-convolutions

UpdatedNov 3, 2022
Python

kssteven418 /LTP

Star98

[KDD'22] Learned Token Pruning for Transformers

natural-language-processing transformer pruning bert model-compression efficient-model efficient-neural-networks

UpdatedFeb 27, 2023
Python

snap-research /F8Net

Star95

[ICLR 2022 Oral] F8Net: Fixed-Point 8-bit Only Multiplication for Network Quantization

deep-neural-networks deep-learning quantization 8-bit efficient-neural-networks

UpdatedMay 5, 2022
Python

MingSun-Tse /Regularization-Pruning

Star83

[ICLR'21] Neural Pruning via Growing Regularization (PyTorch)

regularization pruning model-compression filter-pruning efficient-neural-networks

UpdatedJul 15, 2021
Python

showlab /sparseformer

Star74

(ICLR 2024, CVPR 2024) SparseFormer

computer-vision transformer efficient-neural-networks vision-transformer sparseformer

UpdatedNov 10, 2024
Python

szq0214 /SReT

Star65

Official PyTorch implementation of our ECCV 2022 paper "Sliced Recursive Transformer"

vit transformer-architecture efficient-neural-networks vision-transformer efficient-transformers

UpdatedSep 6, 2022
Python

eleGAN23 /HyperNets

Star54

Hypercomplex Neural Networks with PyTorch

pytorch convolutional-neural-networks phc hypercomplex lightweight-neural-network efficient-neural-networks phm quaternion-neural-networks hypercomplex-neural-networks hypercomplex-algebra hypercomlpex-parameterization parameterize-neural-network lightweight-convolution hypercomplex-convolution parameterize-hypercomplex-layer

UpdatedDec 14, 2022
Python

d-li14 /SAN

Star43

[ECCV 2020] Scale Adaptive Network: Learning to Learn Parameterized Classification Networks for Scalable Input Images

pytorch classification imagenet resnet knowledge-distillation scale-invariance meta-learning mobilenetv2 efficient-neural-networks eccv2020

UpdatedJul 23, 2020
Python

kssteven418 /Q-ASR

Star33

[ICASSP'22] Integer-only Zero-shot Quantization for Efficient Speech Recognition

deep-learning speech speech-recognition jasper automatic-speech-recognition quantization model-compression quartznet efficient-model efficient-neural-networks

UpdatedOct 11, 2021
Jupyter Notebook

skelemoa /psumnet

Star27

Official pytorch implementation for PSUMNet for efficient skeleton action recognition

pytorch action-recognition shrec3d ntu-rgbd skeleton-based-action-recognition efficient-neural-networks

UpdatedMar 17, 2023
Python

Efficient-Scalable-Machine-Learning /EvNN

Star26

Event-based neural networks

neural-network cuda pytorch spiking-neural-networks rnn-model sparse-neural-networks efficient-neural-networks

UpdatedJul 7, 2024
Python

d-becking /efficientCNNs

Star7

Finding Storage- and Compute-Efficient Convolutional Neural Networks

sparsity neural-network pytorch quantization entropy-coding neural-architecture-search efficient-inference sparsity-optimization quantization-algorithms efficient-neural-networks micronet-challenge compound-scaling ec2t

UpdatedDec 8, 2022
Python

d-becking /neurips-2019-micronet-challenge

Star6

NeurIPS 2019 MicroNet Challenge

UpdatedDec 8, 2022
Python

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