14 results found Sort:

snap-research
EfficientFormer snap-research
92
961
other
36
EfficientFormerV2 [ICCV 2023] & EfficientFormer [NeurIPs 2022]
pytorch imagenet detection transformer transformers deep-learning mobile-devices efficient-inference semantic-segmentation efficient-neural-networks
Created 2022-06-02
23 commits to main branch, last one 11 months ago
csarron
awesome-emdl csarron
164
723
mit
84
Embedded and mobile deep learning research resources
pruning inference mobile-ai embedded-ai quantization deep-learning mobile-inference deep-neural-networks mobile-deep-learning efficient-neural-networks neural-network-compression
Created 2017-06-06
60 commits to master branch, last one about a year ago
chaitjo
efficient-gnns chaitjo
64
525
unknown
20
Code and resources on scalable and efficient Graph Neural Networks
gnn contrastive-learning graph-neural-networks knowledge-distillation scalable-deep-learning efficient-deep-learning efficient-neural-networks graph-convolutional-networks graph-representation-learning
Created 2021-07-28
28 commits to main branch, last one about a year ago
Zhen-Dong
HAWQ Zhen-Dong
83
402
mit
15
Quantization library for PyTorch. Support low-precision and mixed-precision quantization, with hardware implementation through TVM.
tvm 4-bit 8-bit hessian pytorch tensorcore distillation quantization hardware-aware mixed-precision model-compression efficient-neural-networks quantized-neural-networks
Created 2020-11-24
48 commits to main branch, last one about a year ago
amirgholami
ZeroQ amirgholami
54
272
unknown
17
[CVPR'20] ZeroQ: A Novel Zero Shot Quantization Framework
compression quantization efficient-model efficient-neural-networks quantized-neural-networks
Created 2019-11-20
21 commits to master branch, last one 3 years ago
kssteven418
I-BERT kssteven418
30
216
mit
4
[ICML'21 Oral] I-BERT: Integer-only BERT Quantization
bert transformer quantization efficient-model model-compression efficient-neural-networks natural-language-processing
Created 2020-09-22
1,540 commits to ibert branch, last one 3 years ago
cure-lab
DeciWatch cure-lab
16
171
apache-2.0
9
[ECCV 2022] Official implementation of the paper "DeciWatch: A Simple Baseline for 10x Efficient 2D and 3D Pose Estimation"
eccv pytorch eccv2022 efficiency 2d-human-pose deep-learning pose-estimation 3d-body-recovery 3d-pose-estimation body-reconstruction efficient-inference human-pose-estimation efficient-neural-networks
Created 2022-04-25
47 commits to main branch, last one about a year ago
zeiss-microscopy
BSConv zeiss-microscopy
22
134
bsd-3-clause-clear
6
Reference implementation for Blueprint Separable Convolutions (CVPR 2020)
zeiss resnet cifar10 pytorch cifar100 cvpr2020 mobilenet deep-learning image-classification efficient-neural-networks blueprint-separable-convolutions depthwise-separable-convolutions
Created 2020-03-31
124 commits to master branch, last one 3 years ago
snap-research
F8Net snap-research
14
95
other
15
[ICLR 2022 Oral] F8Net: Fixed-Point 8-bit Only Multiplication for Network Quantization
8-bit quantization deep-learning deep-neural-networks efficient-neural-networks
Created 2022-01-30
2 commits to main branch, last one 2 years ago
kssteven418
LTP kssteven418
16
87
apache-2.0
3
[KDD'22] Learned Token Pruning for Transformers
bert pruning transformer efficient-model model-compression efficient-neural-networks natural-language-processing
Created 2021-07-01
7 commits to ltp/main branch, last one about a year ago
MingSun-Tse
Regularization-Pruning MingSun-Tse
22
79
unknown
5
[ICLR'21] Neural Pruning via Growing Regularization (PyTorch)
pruning filter-pruning regularization model-compression efficient-neural-networks
Created 2020-12-15
251 commits to master branch, last one 2 years ago
szq0214
SReT szq0214
11
62
mit
6
Official PyTorch implementation of our ECCV 2022 paper "Sliced Recursive Transformer"
vit vision-transformer efficient-transformers transformer-architecture efficient-neural-networks
Created 2021-11-09
14 commits to main branch, last one about a year ago
showlab
sparseformer showlab
1
61
mit
9
(ICLR 2024, CVPR 2024) SparseFormer
transformer sparseformer computer-vision vision-transformer efficient-neural-networks
Created 2023-04-02
42 commits to main branch, last one 2 months ago
eleGAN23
HyperNets eleGAN23
6
45
mit
4
Hypercomplex Neural Networks with PyTorch
phc phm pytorch hypercomplex hypercomplex-algebra lightweight-convolution hypercomplex-convolution efficient-neural-networks lightweight-neural-network quaternion-neural-networks parameterize-neural-network hypercomplex-neural-networks convolutional-neural-networks hypercomlpex-parameterization parameterize-hypercomplex-layer
Created 2021-10-05
49 commits to main branch, last one about a year ago