2 papers
cs.LG2025
Minority Reports: Balancing Cost and Quality in Ground Truth Data Annotation
Hsuan Wei Liao, Christopher Klugmann, Daniel Kondermann +1
High-quality data annotation is an essential but laborious and costly aspect of developing machine learning-based software. We explore the inherent tradeoff between annotation accu…
cs.CV2021
Safety Metrics for Semantic Segmentation in Autonomous Driving
Chih-Hong Cheng, Alois Knoll, Hsuan-Cheng Liao
Within the context of autonomous driving, safety-related metrics for deep neural networks have been widely studied for image classification and object detection. In this paper, we…