Bridge: Basis-Driven Causal Inference Marries VFMs for Domain Generalization

Benchmark Model Rank Results
robust-object-detection-on-dwdBridge (DINOv2 backbone)–mPC [AP50]: 44.8
robust-object-detection-on-dwdBridge (DINOv3 backbone)–mPC [AP50]: 50.8
robust-object-detection-on-dwdBridge (Diff. Detector, SD)–mPC [AP50]: 44.2
robust-object-detection-on-dwdBridge (Diff. Guided, R101)–mPC [AP50]: 38.5
robust-object-detection-on-dwdBridge (SAM backbone)–mPC [AP50]: 40.9