Perceptual Incompleteness in Autonomous Driving: From Information Deficiency to System-Level Propagation
Autonomous driving perception systems face inherent observational incompleteness due to sensor field-of-view constraints and mutual occlusion among targets. The prevailing supervised learning paradigm, which presupposes fully annotated data, fails to provide effective behavioral constraints for models in information-de...