Peri Akiva

2 accepted papers

2023

Self-Supervised Object Detection from Egocentric Videos

Peri Akiva, Jing Huang, Kevin J Liang, Rama Kovvuri, Xingyu Chen, Matt Feiszli +2

ICCV 2023poster

Understanding the visual world from the perspective of humans (egocentric) has been a long-standing challenge in computer vision. Egocentric videos exhibit high scene complexity and irregular motion flows compared to typical video understanding tasks. With the egocentric domain in mind, we address t…

Cited by 9 PDF ↗Scholar ↗

2022

Self-Supervised Material and Texture Representation Learning for Remote Sensing Tasks

Peri Akiva, Matthew Purri, Matthew Leotta

CVPR 2022oral

Self-supervised learning aims to learn image feature representations without the usage of manually annotated labels. It is often used as a precursor step to obtain useful initial network weights which contribute to faster convergence and superior performance of downstream tasks. While self-supervisi…

Cited by 74 PDF ↗code ↗Scholar ↗