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Hierarchical Conditional Semi-Paired Image-to-Image Translation For Multi-Task Image Defect Correction On Shopping Websites
Unlike public data, another practical challenge on shopping websites is that some paired images are of low quality.
On Negative Transfer and Structure of Latent Functions in Multi-output Gaussian Processes
The multi-output Gaussian process ($\mathcal{MGP}$) is based on the assumption that outputs share commonalities, however, if this assumption does not hold negative transfer will lead to decreased performance relative to learning outputs independently or in subsets.
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