MobileOne: An Improved One millisecond Mobile Backbone

• Published in: Proceedings (IEEE Computer Society Conference on Computer Vision and Pattern Recognition. Online) pp. 7907 - 7917
• Main Authors: Vasu, Pavan Kumar Anasosalu, Gabriel, James, Zhu, Jeff, Tuzel, Oncel, Ranjan, Anurag
• Format: Conference Proceeding
• Language: English
• Published: IEEE 01.06.2023
• Subjects: Computational modeling; Computer architecture; Efficient and scalable vision; Mobile handsets; Neural networks; Object detection; Performance evaluation; Semantic segmentation

Efficient neural network backbones for mobile devices are often optimized for metrics such as FLOPs or parameter count. However, these metrics may not correlate well with latency of the network when deployed on a mobile device. Therefore, we perform extensive analysis of different metrics by deployi...