89 citations · 362 across the 53 of their papers we have counts for
4 papers · 1 filter
Complexity Evaluation of Parallel Execution of the RAPiD Deep-Learning Algorithm on Intel CPU
Dominic Konrad, Zhihao Duan, Mertcan Cokbas +1
Knowing how many and where are people in various indoor spaces is critical for reducing HVAC energy waste, space management, spatial analytics and in emergency scenarios. While a r…
Hard-Negative Sampling for Contrastive Learning: Optimal Representation Geometry and Neural- vs Dimensional-Collapse
Ruijie Jiang, Thuan Nguyen, Shuchin Aeron +1
For a widely-studied data model and general loss and sample-hardening functions we prove that the losses of Supervised Contrastive Learning (SCL), Hard-SCL (HSCL), and Unsupervised…
A principled approach to model validation in domain generalization
Boyang Lyu, Thuan Nguyen, Matthias Scheutz +2
Domain generalization aims to learn a model with good generalization ability, that is, the learned model should not only perform well on several seen domains but also on unseen dom…
Estimating Distances Between People using a Single Overhead Fisheye Camera with Application to Social-Distancing Oversight
Zhangchi Lu, Mertcan Cokbas, Prakash Ishwar +1
Unobtrusive monitoring of distances between people indoors is a useful tool in the fight against pandemics. A natural resource to accomplish this are surveillance cameras. Unlike p…