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ResearchFormerly WizWand

Image Classification on Colored-MNIST (CMNIST)

94.43AccuracyGIW
4.854828.109951.36574.6201Oct 18, 2021Jan 23, 2022Apr 30, 2022Aug 5, 2022Nov 10, 2022Feb 15, 2023May 24, 2023
Updated 8mo ago

Evaluation results

MethodLinks
GIWShift=CS 10, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0594.43
GIWShift=LN 0.2, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0590.99
GIWShift=LN 0.4, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0590.09
GIWShift=CS 100, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0588.34
Pretrain-valShift=CS 10, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0587.63
CCSAShift=LN 0.2, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0584.32
CCSAShift=LN 0.4, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0580.32
Pretrain-valShift=CS 100, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0579.7
DANNShift=LN 0.4, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0570.27
CCSAShift=CS 10, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0567.39
CCSAShift=CS 100, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0564.15
DANNShift=LN 0.2, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0560.65
Pretrain-valShift=LN 0.2, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0560.21
Pretrain-valShift=LN 0.4, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0557.13
ARMBackbone=MNIST-ConvNet2021.1056.2
mDSDIBackbone=MNIST-ConvNet2021.1052.2
GroupDROBackbone=MNIST-ConvNet2021.1052.1
MixupBackbone=MNIST-ConvNet2021.1052.1
IRMBackbone=MNIST-ConvNet2021.1052
VREXBackbone=MNIST-ConvNet2021.1051.8
CDANNBackbone=MNIST-ConvNet2021.1051.7
SagNetsBackbone=MNIST-ConvNet2021.1051.7
RSCBackbone=MNIST-ConvNet2021.1051.7
ERMBackbone=MNIST-ConvNet2021.1051.5
MLDGBackbone=MNIST-ConvNet2021.1051.5
CORALBackbone=MNIST-ConvNet2021.1051.5
MMDBackbone=MNIST-ConvNet2021.1051.5
DANNBackbone=MNIST-ConvNet2021.1051.5
MTLBackbone=MNIST-ConvNet2021.1051.4
Causal Transportabilityconfig=Ours2022.0451.4
DANNShift=CS 10, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0549.65
Causal Transportabilityconfig=Ablation2022.0438.8
DANNShift=CS 100, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0536.16
Val-onlyShift=CS 10, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0531.22
Val-onlyShift=CS 100, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0531.22
Val-onlyShift=LN 0.2, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0531.19
Val-onlyShift=LN 0.4, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0531.19
GenInt2022.0429.6
RSC2022.0420.6
IRM*2022.0418.5
Chance2022.0410
ERM2022.048.3