Unsupervised Collaborative Domain Adaptation for Driving Scene Parsing

ArXi:2606.01818v1 Announce Type: new Reliable driving scene parsing is a fundamental capability for autonomous vehicles operating in open and dynamic driving environments. However, adapting perception models to new deployment domains remains challenging because pixel-level annotations are expensive to obtain, while source-domain data are often inaccessible due to privacy, security, or ownership constraints.