Projects & Publications

SemifreddoNets: Partially Frozen Neural Networks for Efficient Computer Vision Systems

ECCV, 2020 | Fixed-topology neural networks having partially frozen weights.
Arxiv / Springer / PDF / Video

A Machine Learning Imaging Core using Separable FIR-IIR Filters

ArXiv, 2020 | Fixed-function neural network hardware that performs pixel-to-pixel image transformations in a highly efficient way.
Arxiv / PDF / Video

Eye Contact Correction using Deep Neural Networks

WACV, 2020 | Restores eye contact during video calls by warping and tuning the eyes.
Arxiv / PDF / Video • Press coverage: Fortune / TechXplore / Edgy.app

Characterization of Deltaic Channel Morphodynamics From Imagery Time Series

Journal of Geophysical Research: Earth Surface, 2019
Follow-up study on RivaMap. Proposes a new metric for tracking temporal change in channel systems.
Wiley Online Library / PDF

Seeing Through the Clouds With DeepWaterMap

Geoscience and Remote Sensing Letters, 2019
State-of-the-art convolutional neural network for pixel-wise water segmentation.
IEEEXplore / PDF / Code

VisionISP: an Image Processing Pipeline for Computer Vision Applications

ICIP, 2019 | An imaging pipeline that consists of trainable blocks.
IEEEXplore / Arxiv / PDF / Video

Learning a River Network Extractor Using an Adaptive Loss Function

Geoscience and Remote Sensing Letters, 2018
A deep neural network that detects river centerlines on satellite imagery.
IEEEXplore / PDF / Code

Landmark Recognition on Moto X4 Smart Camera

2017 | A camera feature that detects points of interest in pictures.
Press coverage: Qualcomm Blog / Android Headlines

Surface Water Mapping by Deep Learning

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2017
A model that segments water on multispectral images.
IEEEXplore / PDF / Code

RivaMap: An Automated River Analysis and Mapping Engine

Remote Sensing of Environment, 2017
Processes Landsat images, delineates rivers, and estimates their width.
ScienceDirect / PDF / Code • Media coverage: UT News

A New Database and Protocol for Image Reuse Detection

ECCV Workshop on Computer Vision for Art Analysis, 2016
Proposes a new dataset and a baseline method for detecting artworks that share common elements.
Springer / PDF

---

Check out my Google Scholar profile for more: Google Scholar