MobileNVC: Real-time 1080p Neural Video Compression on a Mobile Device

no code implementations • 2 Oct 2023 • Ties van Rozendaal, Tushar Singhal, Hoang Le, Guillaume Sautiere, Amir Said, Krishna Buska, Anjuman Raha, Dimitris Kalatzis, Hitarth Mehta, Frank Mayer, Liang Zhang, Markus Nagel, Auke Wiggers

This work presents the first neural video codec that decodes 1080p YUV420 video in real time on a mobile device.

Motion Compensation Quantization +1

Are We Really Making Much Progress in Text Classification? A Comparative Review

no code implementations • 8 Apr 2022 • Lukas Galke, Andor Diera, Bao Xin Lin, Bhakti Khera, Tim Meuser, Tushar Singhal, Fabian Karl, Ansgar Scherp

This study reviews and compares methods for single-label and multi-label text classification, categorized into bag-of-words, sequence-based, graph-based, and hierarchical methods.

Multi-Label Classification Multi Label Text Classification +2

Real-Time, Accurate, and Consistent Video Semantic Segmentation via Unsupervised Adaptation and Cross-Unit Deployment on Mobile Device

no code implementations • CVPR 2022 • Hyojin Park, Alan Yessenbayev, Tushar Singhal, Navin Kumar Adhikari, Yizhe Zhang, Shubhankar Mangesh Borse, Hong Cai, Nilesh Prasad Pandey, Fei Yin, Frank Mayer, Balaji Calidas, Fatih Porikli

Such a deployment scheme best utilizes the available processing power on the smartphone and enables real-time operation of our adaptive video segmentation algorithm.

Segmentation Semantic Segmentation +2