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PeopleSansPeople: A Synthetic Data Generator for Human-Centric Computer Vision. (arXiv:2112.09290v2 [cs.CV] UPDATED)
cs.LG updates on arXiv.org arxiv.org
In recent years, person detection and human pose estimation have made great
strides, helped by large-scale labeled datasets. However, these datasets had no
guarantees or analysis of human activities, poses, or context diversity.
Additionally, privacy, legal, safety, and ethical concerns may limit the
ability to collect more human data. An emerging alternative to real-world data
that alleviates some of these issues is synthetic data. However, creation of
synthetic data generators is incredibly challenging and prevents researchers
from exploring their usefulness. …
arxiv computer computer vision cv data generator human human-centric synthetic data vision