efficient-neural-networks · GitHub Topics

#计算机科学#EfficientFormerV2 [ICCV 2023] & EfficientFormer [NeurIPs 2022]

深度学习 detection efficient-inference efficient-neural-networks PyTorch semantic-segmentation transformer imagenet transformers

Python 1.05 k

2 年前

csarron / awesome-emdl

#计算机科学#Embedded and mobile deep learning research resources

efficient-neural-networks 深度神经网络深度学习 mobile-inference mobile-deep-learning pruning quantization neural-network-compression inference

753

2 年前

chaitjo / efficient-gnns

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

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

Python 532

2 年前

Zhen-Dong / HAWQ

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

quantization tvm model-compression distillation PyTorch hardware-aware efficient-neural-networks 8-bit hessian

Python 439

2 年前

amirgholami / ZeroQ

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

quantization compression efficient-neural-networks efficient-model

Python 279

2 年前

kssteven418 / I-BERT

#自然语言处理#[ICML'21 Oral] I-BERT: Integer-only BERT Quantization

自然语言处理 quantization efficient-model efficient-neural-networks transformer bert model-compression

Python 247

2 年前

cure-lab / DeciWatch

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

3d-pose-estimation efficient-inference human-pose-estimation 深度学习 efficiency efficient-neural-networks pose-estimation PyTorch eccv eccv2022

Python 180

3 年前

zeiss-microscopy / BSConv

#计算机科学#Reference implementation for Blueprint Separable Convolutions (CVPR 2020)

cvpr2020 PyTorch resnet mobilenet image-classification 深度学习 efficient-neural-networks cifar10 cifar100

Python 138

3 年前

kssteven418 / LTP

#自然语言处理#[KDD'22] Learned Token Pruning for Transformers

自然语言处理 transformer bert pruning model-compression efficient-model efficient-neural-networks

Python 98

2 年前

snap-research / F8Net

#计算机科学#[ICLR 2022 Oral] F8Net: Fixed-Point 8-bit Only Multiplication for Network Quantization

深度学习深度神经网络 quantization efficient-neural-networks 8-bit

Python 95

3 年前

MingSun-Tse / Regularization-Pruning

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

pruning model-compression efficient-neural-networks regularization

Python 83

4 年前

showlab / sparseformer

(ICLR 2024, CVPR 2024) SparseFormer

机器视觉 transformer vision-transformer efficient-neural-networks

Python 74

7 个月前

szq0214 / SReT

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

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

Python 65

3 年前

eleGAN23 / HyperNets

Hypercomplex Neural Networks with PyTorch

convolutional-neural-networks efficient-neural-networks PyTorch hypercomplex

Python 54

3 年前

d-li14 / SAN

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

efficient-neural-networks resnet mobilenetv2 imagenet classification eccv2020 PyTorch meta-learning knowledge-distillation

Python 43

5 年前

kssteven418 / Q-ASR

#计算机科学#[ICASSP'22] Integer-only Zero-shot Quantization for Efficient Speech Recognition

深度学习 speech speech-recognition automatic-speech-recognition quantization model-compression efficient-model efficient-neural-networks quartznet

Jupyter Notebook 32

4 年前

skelemoa / psumnet

Official pytorch implementation for PSUMNet for efficient skeleton action recognition

action-recognition efficient-neural-networks PyTorch

Python 26

2 年前

Efficient-Scalable-Machine-Learning / EvNN

Event-based neural networks

CUDA efficient-neural-networks 神经网络 PyTorch rnn-model

Python 26

1 年前

d-becking / efficientCNNs

Finding Storage- and Compute-Efficient Convolutional Neural Networks

quantization sparsity efficient-inference PyTorch 神经网络 neural-architecture-search efficient-neural-networks sparsity-optimization

Python 7

3 年前

d-becking / neurips-2019-micronet-challenge

NeurIPS 2019 MicroNet Challenge

efficient-neural-networks quantization sparsity sparsity-optimization efficient-inference PyTorch 神经网络 neural-architecture-search

Python 6

3 年前