Open Set Domain Adaptation
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Cites background from "Open Set Domain Adaptation"
...In settings such as open-set classification [4, 33] or partial domain adaptation [41], strong alignment can be infeasible and could actually hurt performance....
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492 citations
Cites background from "Open Set Domain Adaptation"
...For example, [155]–[157] have introduced this scenario into domain adaptation, while [158] introduced it to the semantic instance segmentation task....
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471 citations
References
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"Open Set Domain Adaptation" refers methods in this paper
...For consistency, we use libsvm [8] since it has also been used in other works, e....
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3,760 citations
3,546 citations
"Open Set Domain Adaptation" refers background in this paper
...Since CNN features show some robustness to domain changes [11], several domain adaptation approaches based on CNNs have been proposed [39, 31, 45, 48]....
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3,351 citations
"Open Set Domain Adaptation" refers background in this paper
...The MMD distance has been also proposed as regulariser to learn features for source and target samples jointly [14, 46, 29, 30]....
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...RTN [30] extends DAN by adding a residual transfer module that bridges the source and target classifiers....
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...DAN [29] retrains the AlexNet A→D A→W CS (10) OS∗ (10) OS (10) CS (10) OS∗ (10) OS (10)...
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...DAN [29] retrains the AlexNet model by freezing the first 3 convolutional layers, finetuning the last 2 and learning the weights from each fully connected layer by also minimising the discrepancy between both domains....
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