Unsupervised Adaptation

Deep Domain Confusion: Maximizing for Domain Invariance

can be trained for supervised adaptation, when there is a small amount of target labels available, or unsupervised adaptation, when no target labels are available. We intro-duce domain invariance through domain confusion guided selection of the depth and width of the adaptation layer, as well as an additional domain loss term during fine-tuning

  Deep, Maximizing, Confusion, Adaptation, Domain, Unsupervised, Invariance, Unsupervised adaptation, Deep domain confusion, Maximizing for domain invariance

Learning Transferable Features with Deep Adaptation Networks

Deep Adaptation Networks In unsupervised domain adaptation, we are given a source domainDs = {(xs i,y s i)} ns i=1 withns labeledexamples,and a target domain Dt = {xt j} nt j=1 with nt unlabeled exam-ples. The source domain and target domain are charac-terized by probability distributions p and q, respectively.

  Adaptation, Unsupervised

PSD: Principled Synthetic-to-Real Dehazing Guided by ...

2.2. Unsupervised Domain Adaptation Unsupervised domain adaptation aims to tackle domain shift between source and target domains, while images in the target domain are unlabeled. One major idea is to in-duce alignment between the source and target domains in feature space by optimizing for some measurements of dis-tributional discrepancy [23 ...

  Adaptation, Unsupervised, Unsupervised adaptation

Maximum Classifier Discrepancy for Unsupervised Domain ...

Maximum Classifier Discrepancy for Unsupervised Domain Adaptation Kuniaki Saito1, Kohei Watanabe1, Yoshitaka Ushiku1, and Tatsuya Harada1,2 1The University of Tokyo, 2RIKEN {k-saito,watanabe,ushiku,harada}@mi.t.u-tokyo.ac.jp Abstract In this work, we present a method for unsupervised do-

  Adaptation, Unsupervised

Internal Audit: Key risk areas 2021

circumvented when employees are unsupervised, as they are often overlooked and ignored to save time. Advancements of technology also increase the sophistication and frequency of cyber security attacks and frauds. Internal Audit can offer its view on the extent to which any relaxing or adaptation of controls has

  Internal, Audit, Adaptation, Internal audit, Unsupervised

Guidance on the Use of Antipsychotics

Lester UK Adaptation – Positive Cardiometabolic Health Resource 51 Appendix 7 Drugs known to prolong QT interval 54 Appendix 8 References ... who are unsupervised For non-adherent patients who are supervised Change to an alternative depot medication or other long-acting

  Adaptation, Unsupervised

WIPO Technology Trends 2019: Artificial Intelligence

“unsupervised learning” – learning without labelled data – remains a holy grail of AI. Even without this “holy grail,” AI is already creating massive economic value in the world today. In covering AI, the media tends to focus on images, speech and natural language processing because those types of data are very human.

  Technology, Trends, Wipo, Unsupervised, Wipo technology trends

AAAI-21 Accepted Paper List.1.29

! 4!! 228:!Rain!Streak!Removal!via!Dual!Graph!Convolutional!Network! Xueyang!Fu,!Qi!Qi,!Yurui!Zhu,!Xinghao!Ding,!Zheng*Jun!Zha!! 233:!RevMan:!Revenue*Aware!Multi*Task ...