Clinical outcome of the delineation-without-negative-biopsy strategy in magnifying image-enhanced endoscopy for identifying the extent of differentiated-type early gastric cancer
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DOI: 10.1007/s00464-022-09053-9
Abstract: The histologic evaluation of biopsy samples collected from the surrounding mucosa has conventionally been used to determine the horizontal extent of early gastric cancer. Recently, optical delineation using magnifying image-enhanced endoscopy (IEE) has been considered… read more here.
Keywords: without negative; cancer; early gastric; delineation ... See more keywords
Rethinking Collaborative Metric Learning: Toward an Efficient Alternative Without Negative Sampling
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DOI: 10.1109/tpami.2022.3141095
Abstract: The recently proposed Collaborative Metric Learning (CML) paradigm has aroused wide interest in the area of recommendation systems (RS) owing to its simplicity and effectiveness. Typically, the existing literature of CML depends largely on the… read more here.
Keywords: negative sampling; metric learning; without negative; efficient alternative ... See more keywords