基于自监督任务的多源无监督域适应法
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吴兰,王涵,李斌全,李崇阳,孔凡士
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Multi-source unsupervised domain adaption method based on self-supervised task
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Lan WU,Han WANG,Bin-quan LI,Chong-yang LI,Fan-shi KONG
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| 表 2 Office-Caltech10数据集上的准确率比较分析 |
| Tab.2 Comparison and analysis of accuracy on Office-Caltech10 data set |
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| 标准 | 方法 | A/% | | ADC-W | ACW-D | AWD-C | DWC-A | 平均值 | | 源域组合 | Source only | 99.0 | 98.3 | 87.8 | 86.1 | 92.8 | | 源域组合 | DAN[2] | 99.3 | 98.2 | 89.7 | 94.8 | 95.5 | | 多源迁移 | Source only | 99.1 | 98.2 | 85.4 | 88.7 | 92.9 | | 多源迁移 | FADA[13] | 88.1 | 87.1 | 88.7 | 84.2 | 87.1 | | 多源迁移 | DAN[2] | 99.5 | 99.1 | 89.2 | 91.6 | 94.9 | | 多源迁移 | DCTN[7] | 99.4 | 99.0 | 90.2 | 92.7 | 95.3 | | 多源迁移 | M3SDA[10] | 99.4 | 99.2 | 91.5 | 94.1 | 96.1 | | 多源迁移 | 本文方法 | 99.5 | 99.2 | 90.2 | 93.3 | 95.5 |
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