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cs.CV2025
Foundation Model Insights and a Multi-Model Approach for Superior Fine-Grained One-shot Subset Selection
Zhijing Wan, Zhixiang Wang, Zheng Wang +2
One-shot subset selection serves as an effective tool to reduce deep learning training costs by identifying an informative data subset based on the information extracted by an info…
cs.CV2022★ 1 cited
A Survey of Dataset Refinement for Problems in Computer Vision Datasets
Zhijing Wan, Zhixiang Wang, CheukTing Chung +1
Large-scale datasets have played a crucial role in the advancement of computer vision. However, they often suffer from problems such as class imbalance, noisy labels, dataset bias,…