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ResearchFormerly WizWand

Object Detection on Cityscapes adaptation from KITTI (val)

75.9mAPoracle(tgt)
28.37240.71153.0565.389Mar 16, 2020Jul 23, 2020Nov 30, 2020Apr 9, 2021Aug 16, 2021Dec 24, 2021May 3, 2022
Updated 8mo ago

Evaluation results

MethodLinks
oracle(tgt)Arch=ResNet-502022.0575.9
oracle(src+tgt)Arch=ResNet-502022.0575.8
oracle(src+tgt)Arch=VGG-162022.0562.5
oracle(tgt)Arch=VGG-162022.0560
TDDArch=ResNet-502022.0549.8
GPAArch=ResNet-502022.0547.9
ViSGAArch=ResNet-502022.0547.6
TDDArch=VGG-162022.0547.4
CDNGlobal=true, Instance=true2020.0344.9
MKTArch=ResNet-502022.0544.3
COTArch=VGG-162022.0543.6
SCDAArch=ResNet-502022.0543.6
SAPNetArch=VGG-162022.0543.4
SSA-DASD=true, SA=true2020.1143.3
SWDAGlobal=true, Instance=true2020.0343.2
EPMArch=VGG-162022.0543.2
SWDAArch=ResNet-502022.0543.2
CDNGlobal=false, Instance=true2020.0343.1
MeGA-CDA2021.0343
MEGAArch=VGG-162022.0543
SCDAGlobal=true, Instance=true2020.0342.9
D&MatchArch=ResNet-502022.0542.7
DSSArch=ResNet-502022.0542.7
SSA-DASD=true, SA=false2020.1142.6
SC-DA(Type3)2020.1142.5
Selective DA2021.0342.5
SCDAArch=VGG-162022.0542.5
SSA-DASD=false, SA=true2020.1142.2
ATF2021.0342.1
ATFArch=VGG-162022.0542.1
DA-FasterArch=ResNet-502022.0541.8
SFAArch=ResNet-502022.0541.3
MAF2020.1141
MAF2021.0341
CDNGlobal=true, Instance=false2020.0340.2
DA-Faster2020.1138.5
DAFaster2021.0338.5
DA-FasterArch=VGG-162022.0538.5
DA-FasterGlobal=true, Instance=true2020.0338.3
Strong-Weak2021.0337.9
SWDAArch=VGG-162022.0537.9
Source onlyGlobal=false, Instance=false2020.0337.1
source onlyArch=ResNet-502022.0532.5
Source-only2020.1130.2
Source Only2021.0330.2
source onlyArch=VGG-162022.0530.2