PanoHead: Geometry-Aware 3D Full-Head Synthesis in 360$^{\circ}$

1 code implementation • 23 Mar 2023 • Sizhe An, Hongyi Xu, Yichun Shi, Guoxian Song, Umit Ogras, Linjie Luo

We propose PanoHead, the first 3D-aware generative model that enables high-quality view-consistent image synthesis of full heads in $360^\circ$ with diverse appearance and detailed geometry using only in-the-wild unstructured images for training.

Image Generation Image Segmentation +1

mRI: Multi-modal 3D Human Pose Estimation Dataset using mmWave, RGB-D, and Inertial Sensors

no code implementations • 15 Oct 2022 • Sizhe An, Yin Li, Umit Ogras

To bridge the gap, we present mRI, a multi-modal 3D human pose estimation dataset with mmWave, RGB-D, and Inertial Sensors.

3D Human Pose Estimation Action Detection +1

ECO: Enabling Energy-Neutral IoT Devices through Runtime Allocation of Harvested Energy

no code implementations • 26 Feb 2021 • Yigit Tuncel, Ganapati Bhat, JaeHyun Park, Umit Ogras

The proposed framework uses an efficient iterative algorithm to compute initial energy allocations at the beginning of a day.

MGait: Model-Based Gait Analysis Using Wearable Bend and Inertial Sensors

1 code implementation • 23 Feb 2021 • Sizhe An, Yigit Tuncel, Toygun Basaklar, Gokul Krishna Krishnakumar, Ganapati Bhat, Umit Ogras

Movement disorders, such as Parkinson's disease, affect more than 10 million people worldwide.

Transfer Learning for Human Activity Recognition using Representational Analysis of Neural Networks

no code implementations • 5 Dec 2020 • Sizhe An, Ganapati Bhat, Suat Gumussoy, Umit Ogras

The typical approach is training a HAR classifier offline with known users and then using the same classifier for new users.

Human Activity Recognition Transfer Learning