2 papers
cs.LG2026
Embedding Provenance in Computer Vision Datasets with JSON-LD
Lynn Vonderhaar, Timothy Elvira, Tyler Thomas Procko +1
With the ubiquity of computer vision in industry, the importance of image provenance is becoming more apparent. Provenance provides information about the origin and derivation of s…
cs.AI2024
Towards Robust Training Datasets for Machine Learning with Ontologies: A Case Study for Emergency Road Vehicle Detection
Lynn Vonderhaar, Timothy Elvira, Tyler Procko +1
Countless domains rely on Machine Learning (ML) models, including safety-critical domains, such as autonomous driving, which this paper focuses on. While the black box nature of ML…