Introduction and Motivation
1.1 Motivation for Work  
1.2 Our Contributions  
1.3 Related Search  
1.4 Article Organization  

Summary of Problems in Computer Vision Datasets

Overview of Dataset Refinement
3.1 Notations  
3.2 Components  
3.3 Dataset Refinement Directions  
3.4 Taxonomy  

Dataset Refinement for Robust Learning

Dataset Refinement for Fair Learning

Dataset Refinement for Data-Efficient Learning

Dataset Refinement for Label-Efficient Learning

Relevant Learning Problems

Discussion and Future Directions

Conclusion