Affective image classification via semi-supervised learning from web images
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DOI: 10.1007/s11042-018-6131-1
Abstract: Affective image classification has drawn increasing research attentions in the affective computing and multimedia communities. Despite many solutions proposed in the literature, it remains a major challenge to bridge the semantic gap between visual features… read more here.
Keywords: affective image; web images; image classification; semi supervised ... See more keywords
Robust Learning From Noisy Web Images Via Data Purification for Fine-Grained Recognition
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DOI: 10.1109/tmm.2021.3134156
Abstract: Manually labeling fine-grained datasetsis laborious and typically requires domain-specific expert knowledge. Conversely, a vast amount of web data is relatively easy to obtain with nearly no human effort. Therefore, learning from noisy web data for… read more here.
Keywords: web images; noisy web; learning noisy; web ... See more keywords