Dataset Structural Index: Leveraging a machine's perspective towards visual data. (arXiv:2110.04070v2 [cs.CV] UPDATED)

With advances in vision and perception architectures, we have realized that
working with data is equally crucial, if not more, than the algorithms. Till
today, we have trained machines based on our knowledge and perspective of the
world. The entire concept of Dataset Structural Index(DSI) revolves around
understanding a machine`s perspective of the dataset. With DSI, I show two meta
values with which we can get more information over a visual dataset and use it
to optimize data, create better …

arxiv cv data dataset machine perspective