Search Results for author: Saikat Basu

Found 8 papers, 3 papers with code

From Satellite Imagery to Disaster Insights

1 code implementation17 Dec 2018 Jigar Doshi, Saikat Basu, Guan Pang

The use of satellite imagery has become increasingly popular for disaster monitoring and response.

Change Detection Disaster Response

DeepGlobe 2018: A Challenge to Parse the Earth through Satellite Images

1 code implementation17 May 2018 Ilke Demir, Krzysztof Koperski, David Lindenbaum, Guan Pang, Jing Huang, Saikat Basu, Forest Hughes, Devis Tuia, Ramesh Raskar

We present the DeepGlobe 2018 Satellite Image Understanding Challenge, which includes three public competitions for segmentation, detection, and classification tasks on satellite images.

Core Sampling Framework for Pixel Classification

no code implementations6 Dec 2016 Manohar Karki, Robert DiBiano, Saikat Basu, Supratik Mukhopadhyay

The intermediate map responses of a Convolutional Neural Network (CNN) contain information about an image that can be used to extract contextual knowledge about it.

Classification General Classification +1

A Theoretical Analysis of Deep Neural Networks for Texture Classification

no code implementations9 May 2016 Saikat Basu, Manohar Karki, Robert DiBiano, Supratik Mukhopadhyay, Sangram Ganguly, Ramakrishna Nemani, Shreekant Gayaka

To this end, we first derive the size of the feature space for some standard textural features extracted from the input dataset and then use the theory of Vapnik-Chervonenkis dimension to show that hand-crafted feature extraction creates low-dimensional representations which help in reducing the overall excess error rate.

Classification General Classification +2

DeepSat - A Learning framework for Satellite Imagery

1 code implementation11 Sep 2015 Saikat Basu, Sangram Ganguly, Supratik Mukhopadhyay, Robert DiBiano, Manohar Karki, Ramakrishna Nemani

Satellite image classification is a challenging problem that lies at the crossroads of remote sensing, computer vision, and machine learning.

Classification Denoising +3

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