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ILSVRC Omniglot Aircraft Birds Textures Draw Fungi Flower Signs MSCOCO
w/o Wq+0.2-0.2-0.6-0.1-0.3-0.20.0-0.2-0.8-0.1
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w/0 Ω(0)0.0-0.9-0.4-3.3-1.2-0.2+0.3-9.0-2.00.0
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SUR-pfURT-pfVS.
ILSVRC56.0 ± 1.155.5 ± 1.1二
Omniglot90.0 ± 0.890.2 ± 0.6二
Aircraft79.7 ± 0.879.8 ± 0.7=
Birds75.9 ± 0.977.5 ± 0.8三
Textures72.5 ± 0.773.5 ± 0.7
Quick Draw76.7 ± 0.775.8 ± 0.7三 二
Fungi49.8 ± 1.148.1 ± 0.9+
VGG Flower90.0 ± 0.691.9 ± 0.5二
Traffic Signs52.2 ± 0.852.0 ± 1.4
MSCOCO50.2 ± 1.152.1 ± 1.0
MNIST93.2 ± 0.493.9 ± 0.4=
CIFAR1066.4 ± 0.866.1 ± 0.8三
CIFAR10057.1 ± 1.057.3 ± 1.0二
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MNIST CIFAR10CIFAR100 avg. rank
CNAPs92.7 ± 0.4 61.5 ± 0.750.1 ± 1.04.7
TaskNorm92.3 ± 0.4 69.3 ± 0.854.6 ± 1.13.3
SUR94.3 ± 0.4 66.8 ± 0.956.6 ± 1.02.3
SimpleCNAPS93.9 ± 0.4 74.3± 0.760.5 ± 1.01.7
URT (Ours)94.8 ± 0.4 67.3 ± 0.856.9 ± 1.02.0
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ILSVRCOmniglotAircraftBirdsTexturesQuickDrawFungiVGGFlowerTrafficSignsMSCOCOavg.rank
MAML37.8±1.083.9±1.0 76.4±0.762.4±1.164.1±0.859.7±1.133.5±1.179.9±0.842.9±1.329.4±1.18.0
ProtoNet44.5±1.179.6±1.171.1±0.9 67.0±1.0 65.2±0.864.9±0.940.3±1.186.9±0.746.5±1.039.9±1.17.3
ProtoMAML46.5±1.182.7±1.0 75.2±0.8 69.9±1.0 68.3±0.866.8±0.942.0±1.288.7±0.752.4±1.141.7±1.15.4
CNAPs52.3±1.088.4±0.7 80.5±0.6 72.2±0.9 58.3±0.772.5±0.847.4±1.086.0±0.560.2±0.942.6±1.15.1
BOHB-E55.4±1.177.5±1.160.9±0.973.6±0.872.8±0.761.2±0.944.5±1.190.6±0.657.5±1.051.9±1.04.4
TaskNorm50.6±1.190.7±0.6 83.8±0.6574.6±0.862.1±0.774.8±0.748.7±1.089.6±0.667.0±0.743.4±1.03.8
SUR56.3±1.193.1±0.5 85.4±0.7 71.4±1.0 71.5±0.881.3±0.663.1±1.082.8±0.770.4±0.852.4±1.12.5
SimpleCNAPS 58.6±1.1 991.7±0.6 82.4±0.7 74.9±0.8 67.8±0.877.7±0.746.9±1.090.7±0.573.5±0.746.2±1.12.4
URT(Ours)55.7±1.094.4±0.4 85.8±0.6 76.3±0.8 71.8±0.782.5±0.663.5±1.088.2±0.669.4±0.852.2±1.11.6
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SUR-pfURT-pfVS.
ILSVRC56.4 ± 1.255.5 ± 1.1=
Omniglot88.5±0.890.2 ± 0.6+
Aircraft79.5 ± 0.879.8 ± 0.7=
Birds76.4 ± 0.977.5 ± 0.8=
Textures73.1 ± 0.773.5± 0.7=
Quick Draw75.7 ± 0.775.8 ± 0.7=
Fungi48.2 ± 0.948.1 ± 0.9=
VGG Flower90.6 ± 0.591.9 ± 0.5+
Traffic Signs65.1 ± 0.867.5 ± 0.8+
MSCOCO52.1 ± 1.052.1 ± 1.0=
MNIST93.2 ± 0.493.9 ± 0.4=
CIFAR1066.4 ± 0.866.1 ± 0.8=
CIFAR10057.1 ± 1.057.3 ±1.0=
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