Table 4 Ablation experimental results of different components in the V2XSet and DAIR-V2X dataset.

From: CPD-KD: a cooperative perception network for discrepancy feature fusion through knowledge distillation

Baseline

SparsePillar

SKD

DFAF

V2XSet AP \(\uparrow\)

DAIR-V2X AP \(\uparrow\)

IoU = 0.5

IoU = 0.7

IoU = 0.5

IoU = 0.7

\(\checkmark\)

   

0.807

0.664

0.613

0.498

\(\checkmark\)

\(\checkmark\)

  

0.864

0.754

0.662

0.534

\(\checkmark\)

 

\(\checkmark\)

 

0.858

0.736

0.658

0.531

\(\checkmark\)

\(\checkmark\)

\(\checkmark\)

 

0.872

0.761

0.679

0.543

\(\checkmark\)

\(\checkmark\)

\(\checkmark\)

\(\checkmark\)

0.877

0.770

0.695

0.563

  1. The bolded content indicates the current highest performance values.