efficient-neural-networks

There are 3 repositories under efficient-neural-networks topic.

snap-research / EfficientFormer
EfficientFormerV2 [ICCV 2023] & EfficientFormer [NeurIPs 2022]
deep-learning detection efficient-inference efficient-neural-networks pytorch semantic-segmentation transformer imagenet transformers mobile-devices
Language:Python 966
csarron / awesome-emdl
Embedded and mobile deep learning research resources
deep-learning deep-neural-networks efficient-neural-networks embedded-ai inference mobile-ai mobile-deep-learning mobile-inference neural-network-compression pruning quantization
732
chaitjo / efficient-gnns
Code and resources on scalable and efficient Graph Neural Networks
graph-neural-networks graph-representation-learning graph-convolutional-networks gnn efficient-deep-learning efficient-neural-networks scalable-deep-learning contrastive-learning knowledge-distillation
Language:Python 524
Zhen-Dong / HAWQ
Quantization library for PyTorch. Support low-precision and mixed-precision quantization, with hardware implementation through TVM.
4-bit 8-bit distillation efficient-neural-networks hardware-aware hessian mixed-precision model-compression pytorch quantization quantized-neural-networks tensorcore tvm
Language:Python 407
amirgholami / ZeroQ
[CVPR'20] ZeroQ: A Novel Zero Shot Quantization Framework
quantization quantized-neural-networks compression efficient-neural-networks efficient-model
Language:Python 274
kssteven418 / I-BERT
[ICML'21 Oral] I-BERT: Integer-only BERT Quantization
bert efficient-model efficient-neural-networks model-compression natural-language-processing quantization transformer
Language:Python 219
cure-lab / DeciWatch
[ECCV 2022] Official implementation of the paper "DeciWatch: A Simple Baseline for 10x Efficient 2D and 3D Pose Estimation"
2d-human-pose 3d-pose-estimation body-reconstruction efficient-inference human-pose-estimation 3d-body-recovery deep-learning efficiency efficient-neural-networks pose-estimation pytorch eccv eccv2022
Language:Python 172
BSConv
zeiss-microscopy / BSConv
Reference implementation for Blueprint Separable Convolutions (CVPR 2020)
blueprint-separable-convolutions cifar10 cifar100 cvpr2020 deep-learning depthwise-separable-convolutions efficient-neural-networks image-classification mobilenet pytorch resnet zeiss
Language:Python 136
snap-research / F8Net
[ICLR 2022 Oral] F8Net: Fixed-Point 8-bit Only Multiplication for Network Quantization
deep-learning deep-neural-networks quantization efficient-neural-networks 8-bit
Language:Python 95
kssteven418 / LTP
[KDD'22] Learned Token Pruning for Transformers
bert efficient-model efficient-neural-networks model-compression natural-language-processing pruning transformer
Language:Python 89
MingSun-Tse / Regularization-Pruning
[ICLR'21] Neural Pruning via Growing Regularization (PyTorch)
pruning filter-pruning model-compression efficient-neural-networks regularization
Language:Python 82
showlab / sparseformer
(ICLR 2024, CVPR 2024) SparseFormer
computer-vision transformer vision-transformer efficient-neural-networks sparseformer
Language:Python 62
szq0214 / SReT
Official PyTorch implementation of our ECCV 2022 paper "Sliced Recursive Transformer"
vit transformer-architecture vision-transformer efficient-transformers efficient-neural-networks
Language:Python 62
eleGAN23 / HyperNets
Hypercomplex Neural Networks with PyTorch
convolutional-neural-networks hypercomplex-neural-networks lightweight-neural-network efficient-neural-networks quaternion-neural-networks hypercomplex-algebra phc phm pytorch hypercomlpex-parameterization parameterize-neural-network lightweight-convolution hypercomplex hypercomplex-convolution parameterize-hypercomplex-layer
Language:Python 45
d-li14 / SAN
[ECCV 2020] Scale Adaptive Network: Learning to Learn Parameterized Classification Networks for Scalable Input Images
classification eccv2020 efficient-neural-networks imagenet knowledge-distillation meta-learning mobilenetv2 pytorch resnet scale-invariance
Language:Python 43
kssteven418 / Q-ASR
[ICASSP'22] Integer-only Zero-shot Quantization for Efficient Speech Recognition
automatic-speech-recognition deep-learning efficient-model efficient-neural-networks jasper model-compression quantization quartznet speech speech-recognition
Language:Jupyter Notebook 30
skelemoa / psumnet
Official pytorch implementation for PSUMNet for efficient skeleton action recognition
action-recognition efficient-neural-networks pytorch skeleton-based-action-recognition ntu-rgbd shrec3d
Language:Python 26
Efficient-Scalable-Machine-Learning / EvNN
Event-based neural networks
cuda efficient-neural-networks neural-network pytorch rnn-model sparse-neural-networks spiking-neural-networks
Language:Python 24
d-becking / efficientCNNs
Finding Storage- and Compute-Efficient Convolutional Neural Networks
micronet-challenge compound-scaling quantization sparsity efficient-inference pytorch neural-network neural-architecture-search entropy-coding efficient-neural-networks ec2t sparsity-optimization quantization-algorithms
Language:Python 7
neurips-2019-micronet-challenge
d-becking / neurips-2019-micronet-challenge
NeurIPS 2019 MicroNet Challenge
micronet-challenge efficient-neural-networks compound-scaling quantization quantization-algorithms sparsity sparsity-optimization efficient-inference pytorch neural-network neural-architecture-search entropy-coding ec2t
Language:Python 6
anilkagak2 / DiSK_Distilling_Scaffolded_Knowledge
DiSK: Distilling Scaffolded Knowledge from Teacher to Student.
efficient-neural-networks knowledge-distillation dnn-training-algorithm
Language:Python 5
ParitoshParmar / HalluciNet--PyTorch
Approximating a 3DCNN with a 2DCNN
action-recognition action-quality-assessment pytorch scene-recognition efficient-neural-networks action-anticipation representation-learning video-processing video-understanding resnext vgg multitask-learning c3d c3d-lstm 3dcnn deep-learning transfer-learning lightweight-neural-network future-prediction
Language:Python 5
pliang279 / sparse_discrete
[ICLR 2021] Anchor & Transform: Learning Sparse Embeddings for Large Vocabularies
deep-learning natural-language-processing recommender-system machine-learning sparse-representations efficient-neural-networks
Language:Python 3
Snigdho8869 / DeepDream-StyleTransfer
Explore image transformations with DeepDream Algorithm and Neural Style Transfer in creative image processing.
deep-learning deep-neural-networks deepdream deepdream-model deepdreamgenerator deeplearning efficient-model efficient-neural-networks efficientnet image-manipulation image-processing neural-style neural-style-transfer neural-style-transfer-tensorflow style-transfer style-transfer-algorithms neural-networks-visualization
Language:Jupyter Notebook 2
MatthiasKi / structurednets
Library for Structured Matrices (approximation methods and structured layers for neural networks)
efficient-inference efficient-neural-networks matrix-approximation matrix-factorization matrix-structure matrix-structures neural-network pytorch
Language:Python 1
alexeybelkov / MedQ
Implementation of MedQ: Lossless ultra-low-bit neural network quantization for medical image segmentation
computer-vision efficient-neural-networks medical-image-segmentation medical-imaging quantization quantization-aware-training