Developed the graph-centered approach to capture spatial relationships in 3D object detection. Instead of treating each detection independently, this system represents detected cars as nodes in a graph and uses graph isomorphism theory to compare predicted vs. ground-truth spatial patterns. Creates a plug-and-play module that enhances any existing object detection system.
Best mAP Improvement
nuScenes Driving Scenes
Graph Construction Algorithms