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DeiT-II11.713.110.7
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top-1 accuracy
#registers[CLS]normal patch outlier patchregister
084.615.573.3N/A
185.214.5N/A71.1
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#registerspatches consideredposition prediction top-1 accreconstruction L2 error↓
0non-outliers66.315.9
4non-outliers (ie all)65.816.0
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dataset tokenAirc.CF10CF100CUBCal101CarsDTD
normal outlier17.1±0.5 79.1±0.597.1±0.1 99.3±0.081.3±0.3 93.7±0.318.6±0.6 84.9±2.173.2±1.3 97.6±0.710.8±0.3 85.2±0.963.1±0.8 84.9±0.9
[CLS] dataset87.3 Flow.99.4 Food94.5 IN1k91.3 P20596.9 Pets91.5 SUN85.2 VOC
token normal47.8±0.5
outlier59.5±1.2 99.6±0.074.2±0.3 93.5±0.265.8±0.1 69.0±0.753.1±0.3 55.1±1.094.1±0.237.7±0.3 78.5±0.270.8±0.5 89.7±0.1
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