data-efficient-learning topic
spear
SPEAR: Programmatically label and build training data quickly.
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
deic
Benchmark for Data-Efficient Image Classification
GCond
[ICLR'22] [KDD'22] [IJCAI'24] Implementation of "Graph Condensation for Graph Neural Networks"
CPCM
This is the official repo for Contextual Point Cloud Modeling for Weakly-supervised Point Cloud Semantic Segmentation (ICCV 23).
gem
A Pytorch-based library to evaluate learning methods on small image classification datasets
CG-VLM
This is the official repo for Contrastive Vision-Language Alignment Makes Efficient Instruction Learner.
ILM-ASSL
Iterative Loop Method Combining Active and Semi-Supervised Learning for Domain Adaptive Semantic Segmentation