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SotA/Unsupervised Domain Adaptation

Unsupervised Domain Adaptation

104 benchmarks1951 papers

Benchmarks

Unsupervised Domain Adaptation on Duke to Market

mAP rank-1 rank-5 rank-10

Unsupervised Domain Adaptation on Market to Duke

mAP rank-1 rank-5 rank-10

Unsupervised Domain Adaptation on Cityscapes to Foggy Cityscapes

Unsupervised Domain Adaptation on SYNTHIA-to-Cityscapes

mIoU (13 classes)mIoU MIoU (16 classes)mIoU (19 classes)

Unsupervised Domain Adaptation on GTAV-to-Cityscapes Labels

Unsupervised Domain Adaptation on Office-Home

Accuracy Avg accuracy Average Accuracy

Unsupervised Domain Adaptation on Market to MSMT

mAP rank-1 rank-10 rank-5

Unsupervised Domain Adaptation on ImageNet-C

mean Corruption Error (mCE)

Unsupervised Domain Adaptation on VehicleID to VeRi-776

mAP Rank-1 Rank-5 Rank-10

Unsupervised Domain Adaptation on Duke to MSMT

mAP rank-1 rank-10 rank-5

Unsupervised Domain Adaptation on SIM10K to Cityscapes

Unsupervised Domain Adaptation on Veri-776 to VehicleID Large

R-1 R-5 mAP R-10

Unsupervised Domain Adaptation on Veri-776 to VehicleID Medium

R-1 R-5 mAP R-10

Unsupervised Domain Adaptation on VisDA2017

Accuracy Average Accuracy

Unsupervised Domain Adaptation on CUHK03 to Market

Unsupervised Domain Adaptation on VehicleID to VERI-Wild Large

mAP R-1 R-5 R-10

Unsupervised Domain Adaptation on VehicleID to VERI-Wild Medium

mAP R-1 R-5 R-10

Unsupervised Domain Adaptation on VehicleID to VERI-Wild Small

mAP R-1 R-5 R-10

Unsupervised Domain Adaptation on ImageNet-R

Unsupervised Domain Adaptation on Market to CUHK03

Unsupervised Domain Adaptation on Veri-776 to VehicleID Small

R-1 R-5 mAP R-10

Unsupervised Domain Adaptation on CUHK03 to MSMT

Unsupervised Domain Adaptation on CFC-DAOD

Unsupervised Domain Adaptation on HMDB-UCF

Unsupervised Domain Adaptation on UCF-HMDB

Unsupervised Domain Adaptation on EPIC-KITCHENS-100

Average Accuracy

Unsupervised Domain Adaptation on Jester (Gesture Recognition)

Unsupervised Domain Adaptation on Office-Home (RS-UT imbalance)

Average Per-Class Accuracy

Unsupervised Domain Adaptation on BDD100k to Cityscapes

Unsupervised Domain Adaptation on Cityscapes-to-OxfordCar

Unsupervised Domain Adaptation on DomainNet

Unsupervised Domain Adaptation on Office-31

Accuracy Avg accuracy

Unsupervised Domain Adaptation on virtual KITTI to KITTI (MDE)

Unsupervised Domain Adaptation on PACS

Average Accuracy

Unsupervised Domain Adaptation on SIM10K to BDD100K

Unsupervised Domain Adaptation on Kitti to Cityscapes

Unsupervised Domain Adaptation on Pascal VOC to Clipart1K

Unsupervised Domain Adaptation on PreSIL to KITTI

Unsupervised Domain Adaptation on ClonedPerson

MSMT17->mAP MSMT17->Rank-1 Market-1501->mAP Market-1501->Rank-1 CUHK03-NP->mAP CUHK03-NP->Rank-1

Unsupervised Domain Adaptation on FHIST

Unsupervised Domain Adaptation on GTA5+Synscapes+Urbansyn to Cityscapes

Unsupervised Domain Adaptation on GTA5-to-Cityscapes

Unsupervised Domain Adaptation on ImageNet-A

Unsupervised Domain Adaptation on MSCOCO to FLIR ADAS

Unsupervised Domain Adaptation on OOD-CV

pi/6 accuracy Accuracy (Top-1)

Unsupervised Domain Adaptation on Portraits (over time)

Unsupervised Domain Adaptation on UDA-CH

Unsupervised Domain Adaptation on Vehicle to VERI-Wild

Unsupervised Domain Adaptation on VisDA-2017