efficient-training

There are 1 repository under efficient-training topic.

yashbhalgat / HashNeRF-pytorch
Pure PyTorch Implementation of NVIDIA paper on Instant Training of Neural Graphics primitives: https://nvlabs.github.io/instant-ngp/
nerf real-time-rendering computer-graphics computer-vision neural-network signed-distance-functions artificial-intelligence machine-learning 3d-reconstruction efficient-training hashing
Language:Python 925
szq0214 / FKD
Official code for our ECCV'22 paper "A Fast Knowledge Distillation Framework for Visual Recognition"
knowledge-distillation efficient-training efficient-algorithm pytorch self-supervised-learning deep-learning efficientnet-pytorch distillation
Language:Python 176
LAIT-CVLab / SLT-in-Generative-Models
Can We Find Strong Lottery Tickets in Generative Models? - Official Code (Pytorch)
computer-vision generative-model pruning efficient-training maximum-mean-discrepancy
Language:Python 103
zhaoyue-zephyrus / AVION
Code release for "Training a Large Video Model on a Single Machine in a Day"
efficient-training video-understanding
Language:Python 93
kkahatapitiya / X3D-Multigrid
PyTorch implementation of X3D models with Multigrid training.
x3d multigrid efficient-video-architectures efficient-training
Language:Python 87
snap-research / MLPInit-for-GNNs
[ICLR 2023] MLPInit: Embarrassingly Simple GNN Training Acceleration with MLP Initialization
deep-learning efficient-training feedforward-neural-network gnn graph-algorithm graph-neural-networks multi-layer-perceptron pytorch scalability
Language:Jupyter Notebook 71
VITA-Group / LiGO
[ICLR 2023] "Learning to Grow Pretrained Models for Efficient Transformer Training" by Peihao Wang, Rameswar Panda, Lucas Torroba Hennigen, Philip Greengard, Leonid Karlinsky, Rogerio Feris, David Cox, Zhangyang Wang, Yoon Kim
efficient-training large-language-models model-reusing transformers
Language:Python 70
LeapLabTHU / EfficientTrain
Reducing the training cost of SOTA deep networks (e.g., ConvNeXts, DeiT, PVT, Swin/CSWin, MAE) by >1.5× on ImageNet-1K/22K without sacrificing the accuracy.
computer-vision deep-learning efficient-training pytorch machine-learning
Language:Python 56
zhiqiangdon / online-augment
Code for "OnlineAugment: Online Data Augmentation with Less Domain Knowledge" (ECCV 2020)
data-augmentation automl less-domain-knowledge auto-augment online-augment stn autoaugment pytorch vae efficient-training generative-adversarial-network online-learning
Language:Python 37
VITA-Group / L2-GCN
[CVPR 2020] L2-GCN: Layer-Wise and Learned Efficient Training of Graph Convolutional Networks
gcn learning-to-learn efficient-training graph-convolutional-networks
Language:Python 29
GATECH-EIC / CPT
[ICLR 2021] "CPT: Efficient Deep Neural Network Training via Cyclic Precision" by Yonggan Fu, Han Guo, Meng Li, Xin Yang, Yining Ding, Vikas Chandra, Yingyan Lin
efficient-training low-precision-training quantization pytorch
Language:Python 28
kentaroy47 / DatasetCulling
:scissors: Dataset Culling: Faster training of domain specific models with distillation :scissors: (IEEE ICIP 2019)
object-detection efficient-training pytorch distillation dataset-culling
Language:Python 27
snap-research / non-contrastive-link-prediction
[ICLR 2023] Link Prediction with Non-Contrastive Learning
deep-learning efficient-training graph-neural-networks link-prediction self-supervised-learning self-supervision non-contrastive-learning gnn scalability
Language:Python 25
changlin31 / AutoProg
(CVPR 2022) Automated Progressive Learning for Efficient Training of Vision Transformers
efficient-training vision-transformer automl transformer
24
lizhaoliu-Lec / DAS
This is the official repo for Densely-Anchored Sampling for Deep Metric Learning (ECCV 22).
efficient-training feature-augmentation image-retrieval metric-learning pytorch-implementation feature-semantic embedding embedding-space-exploitation
Language:Python 14
GATECH-EIC / FracTrain
[NeurIPS 2020] "FracTrain: Fractionally Squeezing Bit Savings Both Temporally and Spatially for Efficient DNN Training" by Yonggan Fu, Haoran You, Yang Zhao, Yue Wang, Chaojian Li, Kailash Gopalakrishnan, Zhangyang Wang, Yingyan Lin
pytorch efficient-training low-precision-training
Language:Python 11
titania7777 / VideoFrameSampler
Salient Video Frames Sampling Method Using the Mean of Deep Features for Efficient Model Training (KIBME 2021)
pytorch video-frame-sampler efficient-training video-analytics ucf101 hmdb51 activitynet
Language:Python 5
ACS
hmdolatabadi / ACS
[ECCV 2022] The official repository of ''$\ell_\infty$-Robustness and Beyond: Unleashing Efficient Adversarial Training''.
adversarial-attacks adversarial-training coresets deep-neural-networks efficient-training robustness
Language:Python 2
hmdolatabadi / COLLIDER
[ACCV 2022] The official repository of ''COLLIDER: A Robust Training Framework for Backdoor Data''.
deep-neural-networks robustness backdoor-attacks data-poisoning-attacks efficient-training coreset-selection local-intrinsic-dimensionality
Language:Python 0

efficient-training

yashbhalgat / HashNeRF-pytorch

szq0214 / FKD

LAIT-CVLab / SLT-in-Generative-Models

zhaoyue-zephyrus / AVION

kkahatapitiya / X3D-Multigrid

snap-research / MLPInit-for-GNNs

VITA-Group / LiGO

LeapLabTHU / EfficientTrain

zhiqiangdon / online-augment

VITA-Group / L2-GCN

GATECH-EIC / CPT

kentaroy47 / DatasetCulling

snap-research / non-contrastive-link-prediction

changlin31 / AutoProg

lizhaoliu-Lec / DAS

GATECH-EIC / FracTrain

titania7777 / VideoFrameSampler

hmdolatabadi / ACS

hmdolatabadi / COLLIDER