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Avi Ben-Cohen

2 accepted papers

2022

Multi-Label Classification With Partial Annotations Using Class-Aware Selective Loss

CVPR 2022poster

Large-scale multi-label classification datasets are commonly, and perhaps inevitably, partially annotated. That is, only a small subset of labels are annotated per sample. Different methods for handling the missing labels induce different properties on the model and impact its accuracy. In this work…

Cited by 55PDFcodeScholar
2021

Semantic Diversity Learning for Zero-Shot Multi-Label Classification

ICCV 2021poster

Training a neural network model for recognizing multiple labels associated with an image, including identifying unseen labels, is challenging, especially for images that portray numerous semantically diverse labels. As challenging as this task is, it is an essential task to tackle since it represent…

Cited by 46PDFcodeScholar