Human Activity Recogntion

Authors: Sreejith Sasidharan, Pranav Prabha, Devasena Pasupuleti, Anand M Das, Anand M Das, Chaitanya Kapoor, Gayathri Manikutty, Praveen Pankajakshan, and Bhavani Rao

This repository contains the notebooks that were used to train the models which are added on the conference paper titled "Handwashing Action Detection System for an Autonomous Social Robot" presented at IEEE TENCON 2022.

Data

Original data of handwashing experiments

The original data is available here: https://github.com/Realtime-Action-Recognition/Realtime-Action-Recognition

Modified handwashing experiments data with 6 steps

Pranav et al., October 13, 2022, "Six steps of hand washing dataset with segmentation maps", IEEE Dataport, doi: https://dx.doi.org/10.21227/ghr9-y726

Model Architecture with Channel and Spatial Attention

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If you are using this code in your article, please refer to the following article: https://arxiv.org/abs/2210.15804 Sreejith Sasidharan, Pranav Prabha, Devasena Pasupuleti, Anand M Das, Anand M Das, Chaitanya Kapoor, Gayathri Manikutty, Praveen Pankajakshan, and Bhavani Rao, "Handwashing Action Detection System for an Autonomous Social Robot," Proc. IEEE TENCON 2022.

References:

[1] Media Pipeline: https://google.github.io/mediapipe/solutions/hands