data-efficient-learning topic

List data-efficient-learning repositories

spear

103
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20
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SPEAR: Programmatically label and build training data quickly.

RIPU

139
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20
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[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

24
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3
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Benchmark for Data-Efficient Image Classification

GCond

106
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15
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[ICLR'22] [KDD'22] [IJCAI'24] Implementation of "Graph Condensation for Graph Neural Networks"

CPCM

28
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3
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This is the official repo for Contextual Point Cloud Modeling for Weakly-supervised Point Cloud Semantic Segmentation (ICCV 23).

gem

15
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3
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A Pytorch-based library to evaluate learning methods on small image classification datasets

CG-VLM

18
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1
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This is the official repo for Contrastive Vision-Language Alignment Makes Efficient Instruction Learner.

ILM-ASSL

32
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3
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Iterative Loop Method Combining Active and Semi-Supervised Learning for Domain Adaptive Semantic Segmentation