GitHub topics: data-efficient-learning
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
Language: Python - Size: 30.3 KB - Last synced at: 1 day ago - Pushed at: over 2 years ago - Stars: 9 - Forks: 1

decile-team/spear
SPEAR: Programmatically label and build training data quickly.
Language: Jupyter Notebook - Size: 432 MB - Last synced at: 21 days ago - Pushed at: about 1 year ago - Stars: 107 - Forks: 21

ChandlerBang/GCond
[ICLR'22] [KDD'22] [IJCAI'24] Implementation of "Graph Condensation for Graph Neural Networks"
Language: Python - Size: 75.7 MB - Last synced at: 2 months ago - Pushed at: 9 months ago - Stars: 137 - Forks: 19

PaoloGiordani/HybridTreeBoosting.jl
Hytrid Tree Boosting
Language: Julia - Size: 22 MB - Last synced at: 11 days ago - Pushed at: 3 months ago - Stars: 1 - Forks: 0

shamilemir/DeiT-osteoarthritis-detection
Low-cost Fine-tuning of Data-efficient Image Transformers on X-ray Imaging for Osteoarthritis Detection
Language: Python - Size: 20.5 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

molereddy/ditto-accent-asr
[ACL '23] Official implementation of "DITTO: Data-efficient and Fair Targeted Subset Selection for ASR Accent Adaptation"
Language: Python - Size: 10.7 KB - Last synced at: 10 days ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 0

visresearch/dems
This repository includes official implementation and model weights of Data-Efficient Multi-Scale Fusion Vision Transformer.
Language: Python - Size: 279 KB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 6 - Forks: 0

licongguan/ADA-DWBF
Dynamic Weighting and Boundary-aware Active Domain Adaptation for Semantic Segmentation in Autonomous Driving Environment
Language: Python - Size: 1.61 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

cvjena/deic
Benchmark for Data-Efficient Image Classification
Language: Jupyter Notebook - Size: 15.7 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 25 - Forks: 3

lizhaoliu-Lec/CPCM
This is the official repo for Contextual Point Cloud Modeling for Weakly-supervised Point Cloud Semantic Segmentation (ICCV 23).
Language: Python - Size: 5.86 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 26 - Forks: 3

licongguan/ILM-ASSL
Iterative Loop Method Combining Active and Semi-Supervised Learning for Domain Adaptive Semantic Segmentation
Language: Python - Size: 1010 KB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 29 - Forks: 2

lizhaoliu-Lec/CG-VLM
This is the official repo for Contrastive Vision-Language Alignment Makes Efficient Instruction Learner.
Size: 2.93 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 4 - Forks: 0

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
Language: Python - Size: 16.7 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 128 - Forks: 20

leonrenn/MINING-GOLD-FROM-GENERATORS
Mining gold from implicit models to improve likelihood-free inference, example for ROLR and RASCAL.
Language: Jupyter Notebook - Size: 446 KB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

lorenzobrigato/gem
A Pytorch-based library to evaluate learning methods on small image classification datasets
Language: Jupyter Notebook - Size: 14.7 MB - Last synced at: over 2 years ago - Pushed at: about 3 years ago - Stars: 8 - Forks: 1

NUS-LID/RENAULT
Ensemble and Auxiliary Tasks for Data-Efficient Deep Reinforcement Learning
Language: Python - Size: 25.4 KB - Last synced at: almost 2 years ago - Pushed at: about 4 years ago - Stars: 0 - Forks: 0
