no code implementations • 1 Nov 2023 • Bandhav Veluri, Malek Itani, Justin Chan, Takuya Yoshioka, Shyamnath Gollakota
To achieve this, we make two technical contributions: 1) we present the first neural network that can achieve binaural target sound extraction in the presence of interfering sounds and background noise, and 2) we design a training methodology that allows our system to generalize to real-world use.
1 code implementation • 4 Nov 2022 • Bandhav Veluri, Justin Chan, Malek Itani, Tuochao Chen, Takuya Yoshioka, Shyamnath Gollakota
We present the first neural network model to achieve real-time and streaming target sound extraction.
Ranked #1 on Streaming Target Sound Extraction on FSDSoundScapes
1 code implementation • 25 Jul 2022 • Bandhav Veluri, Collin Pernu, Ali Saffari, Joshua Smith, Michael Taylor, Shyamnath Gollakota
Our idea is to design a dual-mode camera system where the first mode is low-power (1. 1 mW) but only outputs grey-scale, low resolution, and noisy video and the second mode consumes much higher power (100 mW) but outputs color and higher resolution images.
Colorization Key-Frame-based Video Super-Resolution (K = 15) +1
1 code implementation • AAAI 2022 • Anran Wang, Maruchi Kim, Hao Zhang, Shyamnath Gollakota
On-device directional hearing requires audio source separation from a given direction while achieving stringent human-imperceptible latency requirements.
Ranked #1 on Real-time Directional Hearing on VCTK
no code implementations • 16 Sep 2019 • Justin Chan, Sharat Raju, Randall Bly, Jonathan A. Perkins, Shyamnath Gollakota
To address this problem, we developed a convolutional neural network (CNN) to automatically classify images of vascular anomalies and other pediatric skin conditions to aid physicians with diagnosis.
no code implementations • 3 Jul 2019 • Mehrdad Hessar, Ali Najafi, Vikram Iyer, Shyamnath Gollakota
Wireless protocol design for IoT networks is an active area of research which has seen significant interest and developments in recent years.
Signal Processing Networking and Internet Architecture
no code implementations • 27 Jul 2017 • Saman Naderiparizi, Mehrdad Hessar, Vamsi Talla, Shyamnath Gollakota, Joshua R. Smith
We prototype our wireless camera using off-the-shelf hardware and show that our design can stream video at up to 13 FPS and can operate up to a distance of 150 feet from the access point.
no code implementations • 19 Nov 2014 • Rajalakshmi Nandakumar, Bryce Kellogg, Shyamnath Gollakota
This paper introduces the first wireless gesture recognition system that operates using existingWi-Fi signals and devices.
Human-Computer Interaction