115 citations · 369 across the 19 of their papers we have counts for
3 papers · 2 filters
Circumventing Magnitude Collapse via Modular Two-Stage Open-Set Recognition
Laurin van den Bergh, Halil Bisgin, Andres Palechor +2
Open-set recognition (OSR) requires neural networks to classify known classes while rejecting unknown samples, which is critical for real-world deployment. So far, OSR research stu…
Bias Mitigation in Face Recognition via Demographic-based Supervised Contrastive Learning
Yu Linghu, Salman Mohammad, Xinyi Zhang +1
Face recognition systems have been shown to be biased toward certain demographic groups by exhibiting different error rates across gender, age, or ethnicity. Though the imbalance o…
FAME: Feature Activation Map Explanation on Image Classification and Face Recognition
Xinyi Zhang, Manuel Günther
Deep Learning has revolutionized machine learning, reaching unprecedented levels of accuracy, but at the cost of reduced interpretability. Especially in image processing systems, d…