Energy Science, Engineering, and Policy
Emotion Estimation from Video Footage with LSTM Abstract
Emotion estimation in general is a field that has been studied for a long time, and several approaches exist using machine learning. in this paper, we present an LSTM model, that processes the blendshapes produced by the library Media Pipe, for a face detected in a live stream of a camera, to estimate the main emotion from the facial expressions, this model is trained on the FER2013 dataset and delivers a result of 71% accuracy and 62% f1-score which meets the accuracy benchmark of the FER2013 dataset, with significantly reduced computation costs.
https://github.com/Samiratra/Emotion_estimation_from_video_footage_with_LSTM_ML_algorithm
Journal key Highlights
Accident analysis Additive Manufacturing Processes Advanced Manufacturing. Advanced reactors Aerospace Technology Agricultural Engineering. Air Pollution Control Biomechanics, Biomechatronics Bioprocess Engineering. Chemical Process Engineering Clean energy Computational Chemistry Computational Electromagnetics Computational Fluid-Structure Interaction Computational modeling Computer Networks Control of Distributed Systems Cyber- Physical Systems Cyber-Physical Systems Decommissioning Digital Control Digital Image Processing Educational programs Electrical Circuits. Electronic Materials. Embedded Systems. Emergency preparedness Energy policy Energy sustainability Energy systems Energy transition Environmental Impact Assessment, Environmental impact. Fission technology Fluid Mechanics, Fusion technology Geographical Information Systems (GIS) Geometric Design Geospatial Engineering Global collaboration Human Factors Engineering Human-Computer Interaction Human-Robot Collaboration Human-Robot Interaction Industrial Automation Industrial Ecology Industrial Hygiene Information Systems International regulations Isotopes Machine Perception Machine Vision Materials Characterization. Mechanical Systems Design Mechanical Testing Microfabrication Processes Neutron transport Nuclear energy Nuclear engineering. Nuclear fuel cycles Nuclear medicine Nuclear physics. Nuclear policy Nuclear Power. Nuclear research Nuclear safety Nuclear security Operations Management Optical Engineering. Photonics. Plasma Engineering Power Electronics, Power Generation Precision Engineering Public engagement Quantum Information Science Radiation hazards Radiation measurement Radiation protection. Radioactive waste management Radiobiology Reactor design Reactor physics Reactor technology Renewable energy integration Renewable Energy Systems Renewable Resources Risk management. Robotics Locomotion Robotics Manipulation Robotics Perception and Action Robotics Planning and Scheduling Robotics Sensors Robotics Software Development Seismic Engineering Signal Processing. Software Development Software Engineering Spacecraft Attitude Control Spacecraft Propulsion Stakeholder communication Structural Analysis Structural Dynamics Structural Health Monitoring Sustainable Infrastructure Thermal hydraulics Thermal Systems Traffic Engineering Unmanned Aerial Vehicles (UAVs) Urban Design Virtual Reality Waste disposal Wireless Communications
