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Fast Optimal Transp...
Fast Optimal Transport for Latent Domain Adaptation
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Roheda, Siddharth (författare)
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- Panahi, Ashkan, 1986 (författare)
- Chalmers tekniska högskola,Chalmers University of Technology
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Krim, Hamid (författare)
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(creator_code:org_t)
- 2023
- 2023
- Engelska.
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Ingår i: Proceedings - International Conference on Image Processing, ICIP. - 1522-4880. ; , s. 1810-1814
- Relaterad länk:
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https://doi.org/10.1...
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https://research.cha...
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Abstract
Ämnesord
Stäng
- In this paper, we address the problem of unsupervised Domain Adaptation. The need for such an adaptation arises when the distribution of the target data differs from that which is used to develop the model and the ground truth information of the target data is unknown. We propose an algorithm that uses optimal transport theory with a verifiably efficient and implementable solution to learn the best latent feature representation. This is achieved by minimizing the cost of transporting the samples from the target domain to the distribution of the source domain.
Ämnesord
- NATURVETENSKAP -- Matematik -- Beräkningsmatematik (hsv//swe)
- NATURAL SCIENCES -- Mathematics -- Computational Mathematics (hsv//eng)
- NATURVETENSKAP -- Data- och informationsvetenskap -- Datavetenskap (hsv//swe)
- NATURAL SCIENCES -- Computer and Information Sciences -- Computer Sciences (hsv//eng)
Nyckelord
- Domain Adaptation
- Optimal Transport
Publikations- och innehållstyp
- kon (ämneskategori)
- ref (ämneskategori)
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