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ResearchFormerly WizWand

Semantic Segmentation on Cityscapes (mIoU, Pix Acc, $\Delta_m$)

74.75mIoUOurs
70.579671.662372.74573.8277Jun 5, 2024
Updated 8mo ago

Evaluation results

MethodLinks
OursBackbone=SegNet, Parameter Count (#P.)=95.482024.0674.7593.39-10.08
Single-taskBackbone=SegNet, Parameter Count (#P.)=190.592024.0674.3693.22—
CAGrad w/ ReconBackbone=SegNet, Parameter Count (#P.)=108.44, With Recon=true2024.0674.2293.1-7.38
PCGrad w/ ReconBackbone=SegNet, Parameter Count (#P.)=108.44, With Recon=true2024.0674.1893.14-14.92
Graddrop w/ ReconBackbone=SegNet, Parameter Count (#P.)=108.44, With Recon=true2024.0674.1793.11-10.69
GDBackbone=SegNet, Parameter Count (#P.)=95.43, With Recon=false2024.0674.1393.13-79.32
GraddropBackbone=SegNet, Parameter Count (#P.)=95.43, With Recon=false2024.0674.0893.08-80.48
Cross-StitchBackbone=SegNet, Parameter Count (#P.)=190.592024.0674.0593.17-79.04
PCGradBackbone=SegNet, Parameter Count (#P.)=95.43, With Recon=false2024.0673.9893.08-78.39
CAGradBackbone=SegNet, Parameter Count (#P.)=95.43, With Recon=false2024.0673.8193.02-53.81
RotoGradBackbone=SegNet, Parameter Count (#P.)=103.432024.0673.3892.97-47.81
GD w/ ReconBackbone=SegNet, Parameter Count (#P.)=108.44, With Recon=true2024.0671.1793.21-12.63
MGDA w/ ReconBackbone=SegNet, Parameter Count (#P.)=108.44, With Recon=true2024.0671.0192.17-4.46
MGDABackbone=SegNet, Parameter Count (#P.)=95.43, With Recon=false2024.0670.7492.19-16.22