data-efficient-learning

There are 1 repository under data-efficient-learning topic.

BIT-DA / RIPU
[CVPR 2022 Oral] Towards Fewer Annotations: Active Learning via Region Impurity and Prediction Uncertainty for Domain Adaptive Semantic Segmentation https://arxiv.org/abs/2111.12940
data-efficient-learning domain-adaptation semantic-segmantation source-free-domain-adaptation
Language:Python 139
ChandlerBang / GCond
[ICLR'22] [KDD'22] [IJCAI'24] Implementation of "Graph Condensation for Graph Neural Networks"
data-efficient-learning dataset-distillation graph-neural-networks
Language:Python 106
spear
decile-team / spear
SPEAR: Programmatically label and build training data quickly.
data-efficient-learning data-programming deep-learning labeling-functions machine-learning semi-supervised-learning unsupervised-learning weak-supervision
Language:Jupyter Notebook 103
licongguan / ILM-ASSL
Iterative Loop Method Combining Active and Semi-Supervised Learning for Domain Adaptive Semantic Segmentation
cityscapes computer-vision data-efficient-learning deep-learning domain-adaptation gtav mechine-learing pytorch semantic-segmentation semi-supervised-learning source-free-domain-adaptation synthia
Language:Python 32
lizhaoliu-Lec / CPCM
This is the official repo for Contextual Point Cloud Modeling for Weakly-supervised Point Cloud Semantic Segmentation (ICCV 23).
3d-segmentation augmentation consistency-regularization context-model data-efficient-learning point-cloud pytorch-implementation segmentation semi-supervised-learning sparse-annotations weakly-supervised-learning weakly-supervised-segmentation
Language:Python 28
cvjena / deic
Benchmark for Data-Efficient Image Classification
deep-learning image-classification data-efficient-learning computer-vision
Language:Jupyter Notebook 24
lizhaoliu-Lec / CG-VLM
This is the official repo for Contrastive Vision-Language Alignment Makes Efficient Instruction Learner.
contrastive-learning data-efficient data-efficient-learning instruction-following instruction-tuning large-language-models vision-language vision-language-model
18
lorenzobrigato / gem
A Pytorch-based library to evaluate learning methods on small image classification datasets
computer-vision data-efficient-learning deep-learning image-classification small-data small-datasets
Language:Jupyter Notebook 15
VITA-Group / DataEfficientLTH
[NeurIPS 2022] "Sparse Winning Tickets are Data-Efficient Image Recognizers" by Mukund Varma T, Xuxi Chen, Zhenyu Zhang, Tianlong Chen, Subhashini Venugopalan, Zhangyang Wang
data-efficient-learning sparsity
Language:Python 7
srsawant34 / efficient_instruction_learning
Code base for the paper "Instruction Tuned Models are Quick Learners".
data-efficiency data-efficient-learning deepspeed finetuning instruction-learning instruction-tuning instructions t5 tk-instruct super-natural-instructions huggingface machine-learning seq2seq transformer transformers
Language:Python 6
NUS-LID / RENAULT
Ensemble and Auxiliary Tasks for Data-Efficient Deep Reinforcement Learning
deep-reinforcement-learning data-efficient-learning deep-q-learning deep-rl deep-learning off-policy model-free-rl ensemble-learning auxiliary-tasks multi-task-learning
Language:Python 1
visresearch / dems
This repository includes official implementation and model weights of Data-Efficient Multi-Scale Fusion Vision Transformer.
cifar10 cifar100 data-efficient-learning image-classification vision-transformer
Language:Python 1
MINING-GOLD-FROM-GENERATORS
leonrenn / MINING-GOLD-FROM-GENERATORS
Mining gold from implicit models to improve likelihood-free inference, example for ROLR and RASCAL.
binary-crossentropy comparison data-efficient-learning data-science likelihood-free likelihood-free-inference likelihood-ratio machine-learning neural-network neural-networks particle-physics physics regression seminar
Language:Jupyter Notebook 0