Search Results for author: Shyamnath Gollakota

Found 8 papers, 3 papers with code

Semantic Hearing: Programming Acoustic Scenes with Binaural Hearables

no code implementations1 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.

Target Sound Extraction

NeuriCam: Key-Frame Video Super-Resolution and Colorization for IoT Cameras

1 code implementation25 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

Hybrid Neural Networks for On-device Directional Hearing

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.

Causal Inference Real-time Directional Hearing

Identifying Pediatric Vascular Anomalies With Deep Learning

no code implementations16 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.

Management

TinySDR: Low-Power SDR Platform for Over-the-Air Programmable IoT Testbeds

no code implementations3 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

Ultra-low-power Wireless Streaming Cameras

no code implementations27 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.

Face Detection

Wi-Fi Gesture Recognition on Existing Devices

no code implementations19 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

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