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efficient-training

Here are 20 public repositories matching this topic...

lzh107u / DiffuCE

medical-imaging efficient-training huggingface diffusion-models

Updated Aug 19, 2024
Python

hmdolatabadi / COLLIDER

[ACCV 2022] The official repository of ''COLLIDER: A Robust Training Framework for Backdoor Data''.

deep-neural-networks robustness backdoor-attacks efficient-training data-poisoning-attacks coreset-selection local-intrinsic-dimensionality

Updated Oct 25, 2022
Python

ACS

hmdolatabadi / ACS

[ECCV 2022] The official repository of ''$\ell_\infty$-Robustness and Beyond: Unleashing Efficient Adversarial Training''.

deep-neural-networks robustness adversarial-attacks adversarial-training efficient-training coresets

Updated Aug 10, 2023
Python

snap-research / non-contrastive-link-prediction

[ICLR 2023] Link Prediction with Non-Contrastive Learning

deep-learning scalability link-prediction self-supervision graph-neural-networks self-supervised-learning gnn efficient-training non-contrastive-learning

Updated Jan 13, 2023
Python

lizhaoliu-Lec / DAS

This is the official repo for Densely-Anchored Sampling for Deep Metric Learning (ECCV 22).

metric-learning image-retrieval embedding pytorch-implementation efficient-training feature-augmentation feature-semantic embedding-space-exploitation

Updated May 24, 2024
Python

titania7777 / VideoFrameSampler

Salient Video Frames Sampling Method Using the Mean of Deep Features for Efficient Model Training (KIBME 2021)

pytorch video-analytics ucf101 hmdb51 activitynet efficient-training video-frame-sampler

Updated Apr 21, 2022
Python

changlin31 / AutoProg

(CVPR 2022) Automated Progressive Learning for Efficient Training of Vision Transformers

transformer automl efficient-training vision-transformer

Updated Mar 29, 2022

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

Updated Feb 13, 2022
Python

kentaroy47 / DatasetCulling

✂️ Dataset Culling: Faster training of domain specific models with distillation ✂️ (IEEE ICIP 2019)

pytorch object-detection distillation efficient-training dataset-culling

Updated Jan 31, 2020
Python

zhiqiangdon / online-augment

Code for "OnlineAugment: Online Data Augmentation with Less Domain Knowledge" (ECCV 2020)

pytorch generative-adversarial-network vae data-augmentation online-learning automl stn autoaugment efficient-training auto-augment online-augment less-domain-knowledge

Updated Aug 23, 2020
Python

snap-research / MLPInit-for-GNNs

[ICLR 2023] MLPInit: Embarrassingly Simple GNN Training Acceleration with MLP Initialization

deep-learning scalability pytorch feedforward-neural-network multi-layer-perceptron graph-algorithm graph-neural-networks gnn efficient-training

Updated Apr 5, 2023
Jupyter Notebook

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

pytorch quantization efficient-training low-precision-training

Updated Mar 2, 2024
Python

zhaoyue-zephyrus / AVION

[arXiv:2309.16669] Code release for "Training a Large Video Model on a Single Machine in a Day"

video-understanding efficient-training

Updated Jul 31, 2024
Python

LeapLabTHU / EfficientTrain

1.5−3.0× lossless training or pre-training speedup. An off-the-shelf, easy-to-implement algorithm for the efficient training of foundation visual backbones.

machine-learning computer-vision deep-learning pytorch efficient-training

Updated Aug 23, 2024
Python

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

transformers efficient-training large-language-models model-reusing

Updated Feb 26, 2024
Python

VITA-Group / L2-GCN

[CVPR 2020] L2-GCN: Layer-Wise and Learned Efficient Training of Graph Convolutional Networks

graph-convolutional-networks gcn learning-to-learn efficient-training

Updated Dec 30, 2021
Python

kkahatapitiya / X3D-Multigrid

PyTorch implementation of X3D models with Multigrid training.

x3d multigrid efficient-training efficient-video-architectures

Updated Oct 10, 2021
Python

SangyeopYeo / Edge-popup_with_MMD

Can We Find Strong Lottery Tickets in Generative Models? - Official Code (Pytorch)

computer-vision generative-model pruning maximum-mean-discrepancy efficient-training

Updated Jul 23, 2024
Python

szq0214 / FKD

Official code for our ECCV'22 paper "A Fast Knowledge Distillation Framework for Visual Recognition"

deep-learning pytorch knowledge-distillation efficient-algorithm distillation self-supervised-learning efficient-training efficientnet-pytorch

Updated Apr 29, 2024
Python

yashbhalgat / HashNeRF-pytorch

Pure PyTorch Implementation of NVIDIA paper on Instant Training of Neural Graphics primitives: https://nvlabs.github.io/instant-ngp/

hashing machine-learning computer-vision neural-network computer-graphics artificial-intelligence signed-distance-functions nerf 3d-reconstruction real-time-rendering efficient-training

Updated Aug 7, 2024
Python

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