activity
20162021
most citedDisaster mapping from satellites: damage detection with crowdsourced point labels

2 citations · 4 across the 4 of their papers we have counts for

collaborators

9 papers

cs.CV20212 cited

Disaster mapping from satellites: damage detection with crowdsourced point labels

Danil Kuzin, Olga Isupova, Brooke D. Simmons +1

High-resolution satellite imagery available immediately after disaster events is crucial for response planning as it facilitates broad situational awareness of critical infrastruct…

math.DS2021

Using Echo State Networks to Approximate Value Functions for Control

Allen G. Hart, Kevin R. Olding, A. M. G. Cox +2

An Echo State Network (ESN) is a type of single-layer recurrent neural network with randomly-chosen internal weights and a trainable output layer. We prove under mild conditions th…

cs.CV2020

Mining and Tailings Dam Detection In Satellite Imagery Using Deep Learning

Remis Balaniuk, Olga Isupova, Steven Reece

This work explores the combination of free cloud computing, free open-source software, and deep learning methods to analyse a real, large-scale problem: the automatic country-wide…

stat.ML2018

Uncertainty propagation in neural networks for sparse coding

Danil Kuzin, Olga Isupova, Lyudmila Mihaylova

A novel method to propagate uncertainty through the soft-thresholding nonlinearity is proposed in this paper. At every layer the current distribution of the target vector is repres…

stat.ML2018

BCCNet: Bayesian classifier combination neural network

Olga Isupova, Yunpeng Li, Danil Kuzin +3

Machine learning research for developing countries can demonstrate clear sustainable impact by delivering actionable and timely information to in-country government organisations (…

stat.ML2018

Spatio-Temporal Structured Sparse Regression with Hierarchical Gaussian Process Priors

Danil Kuzin, Olga Isupova, Lyudmila Mihaylova

This paper introduces a new sparse spatio-temporal structured Gaussian process regression framework for online and offline Bayesian inference. This is the first framework that give…