GERIS: A Game-Theoretic Framework for Filtering Instance-Dependent Label Noise in License Plate Data Augmentation

arXiv:2609.31731 · cs.CV, cs.AI, cs.LG · Submitted 2026-09-22 · Read on arXiv

cs.CV, cs.AI, cs.LG

Submitted: 2026-09-22

Updated: 2026-09-22

Terminology

• Accuracy — 14× in this paper · explained in 1 episode
• Data Augmentation — 13× in this paper · explained in 7 episodes
• Pruning — 10× in this paper · explained in 4 episodes
• Transformer — 10× in this paper · explained in 2 episodes
• Nash Equilibrium — 8× in this paper · explained in 2 episodes
• Consistency — 6× in this paper · explained in 3 episodes
• Benchmark — 5× in this paper · explained in 2 episodes
• F1 Score — 5× in this paper · explained in 3 episodes
• Graph Construction — 5× in this paper · explained in 3 episodes
• Robustness — 4× in this paper · explained in 5 episodes
• Approximate Nearest Neighbor — 3× in this paper
• Generalization — 3× in this paper · explained in 13 episodes
• Loss Function — 3× in this paper · explained in 2 episodes
• Clustering — 2× in this paper · explained in 2 episodes
• Condensed Nearest Neighbor — 2× in this paper
• K-nearest Neighbors — 2× in this paper
• Meta-learning — 2× in this paper · explained in 2 episodes
• Support Vector Machines — 2× in this paper
• Uncertainty Quantification — 2× in this paper · explained in 8 episodes
• Adaptation — 1× in this paper · explained in 1 episode
• Aggregation — 1× in this paper · explained in 1 episode
• Computational overhead — 1× in this paper · explained in 2 episodes
• Contrastive Learning — 1× in this paper · explained in 5 episodes
• Cooperation — 1× in this paper · explained in 2 episodes
• Edited Nearest Neighbor — 1× in this paper
• Hierarchical Navigable Small Worlds — 1× in this paper
• Pairwise Comparisons — 1× in this paper · explained in 2 episodes
• Quantization — 1× in this paper · explained in 12 episodes
• Regularization — 1× in this paper · explained in 3 episodes
• Representation Learning — 1× in this paper · explained in 2 episodes
• Semantic Similarity — 1× in this paper · explained in 2 episodes
• Transformer Architecture — 1× in this paper · explained in 2 episodes

Sources

• A Comprehensive Survey and Experimental Comparison of Graph-Based Approximate Nearest Neighbor Search

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