Object Detection with Spiking Neural Networks on Automotive Event Data

Benchmark Model Rank Results
classification-on-n-carsSpiking VGG-11#4Accuracy (%): 92.4Architecture: SNNRepresentation: VoxelCube
classification-on-n-carsSpiking MobileNet-64#5Accuracy (%): 91.7Architecture: SNNRepresentation: VoxelCube
classification-on-n-carsSpiking DenseNet121-24#6Accuracy (%): 90.4Architecture: SNNRepresentation: VoxelCube
object-detection-on-gen1-detectionSpiking DenseNet121-124+SSD#9mAP: 18.9Params: 8.2
object-detection-on-gen1-detectionSpiking VGG-11+SDD#10mAP: 17.4
object-detection-on-gen1-detectionSpiking MobileNet-64+SSD#11mAP: 14.7