January 5, 2018
[CHI 2018] “Deep Thermal Imaging”, Easy-to-use API
[Deep Thermal Imaging API] Source codes are available at https://github.com/deepneuroscience/DeepThermalImaging 1. Requirement Matlab (version>2012) MatConvNet (https://github.com/vlfeat/matconvnet): Deep CNN Framework for Matlab users. 2. Quick Summary of Main API DEEP THERMAL IMAGING - MAIN API Void deep_thermal_imaging_training_and_testing(kfold, numberofclass, filename, directory, isoutdoor) Trains and Tests on the given dataset. Input variables: kfold (the number of k for k-fold cross validation) numberofclass (the number of class (material types)) filename (the file name of your dataset) directory (the name
September 20, 2017
Biomedical Optics Express Journal Paper: Supplementary Materials
An example clip to show the performance of the proposed method (from Dataset1 - controlled respiration in environments with non-constant temperature) An example clip to show the performance of the proposed method (from Dataset2 - unconstrained respiration with natural motion artefact) An example clip to show the performance of the proposed method (from Dataset3 - unconstrained respiration in fully mobile context and varied thermal dynamic range scenes) Citation: Youngjun Cho, Simon J. Julier, Nicolai
Source code for "DeepBreath Project" Description: We propose DeepBreath, a deep learning model which automatically recognises people's psychological stress level (mental overload) from their breathing patterns. Using a low cost thermal camera, we track a person's breathing patterns as temperature changes around his/her nostril. The paper's technical contribution is threefold. First of all, instead of creating hand-crafted features to capture aspects of the breathing patterns, we transform the uni-dimensional breathing signals into two dimensional respiration
(Source: Google Scholar Metrics) # Human Computer Interaction Conference H5-index Computer Human Interaction (CHI) 83 ACM Conference on Computer-Supported Cooperative Work & Social Computing (CSCW) 49 ACM Symposium on User Interface Software and Technology (UIST) 44 ACM Conference on Pervasive and Ubiquitous Computing (UbiComp) 41 # Computer Vision & Pattern Recognition Conference H5-index IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 140 IEEE International Conference on Computer Vision (ICCV) 92 European Conference on Computer