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ResearchFormerly WizWand

Semantic Segmentation on Cityscapes (mIoU, Delta_p)

72.55mIoUSingle-Task
49.181255.248161.31567.3819Aug 3, 2023Jan 17, 2024Jul 3, 2024Dec 18, 2024Jun 3, 2025Nov 18, 2025May 5, 2026
Updated 6mo ago

Evaluation results

MethodLinks
Single-Tasksource=citation [6]2026.0572.55—
ST / PSSStep=Step 1, Domain Inference (Oracle)=true2026.0571.79—
ST / PSSStep=Step 2, Domain Inference (Oracle)=true2026.0571.79—
ST / PSSStep=Step 3, Domain Inference (Oracle)=true2026.0571.79—
Fine-TuneStep=Step 1, Domain Inference (Oracle)=false2026.0571.79—
EWCStep=Step 1, Domain Inference (Oracle)=false2026.0571.79—
ILTStep=Step 1, Domain Inference (Oracle)=false2026.0571.79—
Single-Task2026.0571.79—
MILEStep=Step 1, Domain Inference (Oracle)=true2026.0571.21—
MILEStep=Step 2, Domain Inference (Oracle)=true2026.0571.210.0081
MILEStep=Step 3, Domain Inference (Oracle)=true2026.0571.210.0081
MILEStep=Step 1, Domain Inference (Oracle)=false2026.0571.21—
MILEStep=Step 2, Domain Inference (Oracle)=false2026.0571.210.0081
MILEStep=Step 3, Domain Inference (Oracle)=false2026.0571.210.0081
MILEdomain inference protocol=oracle2026.0571.210.0081
ILTStep=Step 2, Domain Inference (Oracle)=false2026.0568.940.0397
EWCStep=Step 2, Domain Inference (Oracle)=false2026.0567.810.0554
Joint-TrainStep=Step 1, Domain Inference (Oracle)=false2026.0566.35—
Joint-TrainStep=Step 2, Domain Inference (Oracle)=false2026.0566.350.0758
Joint-TrainStep=Step 3, Domain Inference (Oracle)=false2026.0566.350.0758
ILTStep=Step 3, Domain Inference (Oracle)=false2026.0564.220.1054
Fine-TuneStep=Step 2, Domain Inference (Oracle)=false2026.0563.350.1176
ETR-NLPBackbone=SegNet, Number of Parameters (M)=22.12023.0861.4920.8
EWCStep=Step 3, Domain Inference (Oracle)=false2026.0559.760.1676
MDILdomain inference protocol=oracle2026.0559.190.1841
Max roamingBackbone=SegNet, Number of Parameters (M)=25.12023.0857.9317.2
GradNormBackbone=SegNet, Number of Parameters (M)=25.12023.0856.77-23.9
Hard sharingBackbone=SegNet, Number of Parameters (M)=25.12023.0856.570
Task routingBackbone=SegNet, Number of Parameters (M)=25.12023.0856.5212.4
Fine-TuneStep=Step 3, Domain Inference (Oracle)=false2026.0555.530.2265
Atten.Backbone=SegNet, Number of Parameters (M)=25.12023.0855.457.6
MTANBackbone=SegNet, Number of Parameters (M)=44.42023.0853.0410.9
Cross-StitchBackbone=SegNet, Number of Parameters (M)=75.32023.0850.086.5