MoRAL: Sensor-Grounded BEV Reasoning for Compact VLMs toward Edge-Oriented Autonomous Driving
MoRAL:面向边缘自动驾驶的紧凑型视觉语言模型的传感器接地鸟瞰图推理
专题命中 BEV与占用 :BEV(title,summary_cn);autonomous driving(title,abstract);LiDAR(abstract);分类 cs.RO、cs.CV
AI总结 MoRAL是一种两阶段微调流水线,指导Cosmos-Reason2-2B基于物理编码的BEV表示进行驾驶决策,在参数仅为零样本基准四分之一的情况下,在8类驾驶问题中7类胜出,紧急制动召回率提升至47.8%,可在消费级8GB GPU高效运行。
Comments 7 pages, 5 figures, 6 tables. Accepted to the 14th IEEE International Conference on Intelligent Mobile Computing (IEEE IMC 2026), Fukuoka, Japan, July 27-30, 2026