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examples/domain_adaptation/image_classification
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lines changed Original file line number Diff line number Diff line change @@ -154,7 +154,7 @@ for three times and report their average accuracy.
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| AFN | 76.1 | 75.0 | 95.6 | 56.2 | 81.3 | 69.8 | 93.0 | 81.0 | 93.4 | 74.1 | 91.7 | 55.0 | 90.6 | 18.1 | 74.4 |
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| MDD | / | 82.0 | 88.3 | 62.8 | 85.2 | 69.9 | 91.9 | 95.1 | 94.4 | 81.2 | 93.8 | 89.8 | 84.1 | 47.9 | 79.8 |
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| MCC | 78.8 | 83.6 | 95.3 | 85.8 | 77.1 | 68.0 | 93.9 | 92.9 | 84.5 | 79.5 | 93.6 | 93.7 | 85.3 | 53.8 | 80.4 |
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- | FixMatch | / | 77 .5 | 94.3 | 75.1 | 72.4 | 87.2 | 95.6 | 88.5 | 92.2 | 37.5 | 97.3 | 84 .6 | 88.0 | 17.0 | 77.1 |
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+ | FixMatch | / | 79 .5 | 96.5 | 76.6 | 72.6 | 84.6 | 96.3 | 92.6 | 90.5 | 81.8 | 91.9 | 74 .6 | 87.3 | 8.6 | 78.4 |
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### DomainNet accuracy on ResNet-101
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CUDA_VISIBLE_DEVICES=0 python fixmatch.py data/office-home -d OfficeHome -s Rw -t Pr -a resnet50 --lr 0.003 --bottleneck-dim 1024 --epochs 20 --seed 0 --log logs/fixmatch/OfficeHome_Rw2Pr
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# ResNet101, VisDA-2017, Single Source
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- CUDA_VISIBLE_DEVICES=0 python fixmatch.py data/visda-2017 -d VisDA2017 -s Synthetic -t Real -a resnet101 \
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- --lr 0.003 --bottleneck-dim 2048 --epochs 20 -ub 64 --seed 0 --per-class-eval --train-resizing cen.crop --log logs/fixmatch/VisDA2017
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+ CUDA_VISIBLE_DEVICES=0 python fixmatch.py data/visda-2017 -d VisDA2017 -s Synthetic -t Real -a resnet101 --train-resizing cen.crop \
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+ --lr 0.003 --threshold 0.8 -- bottleneck-dim 2048 --epochs 20 -ub 64 --seed 0 --per-class-eval --log logs/fixmatch/VisDA2017
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