Facial Emotion Recognition from Videos Using Deep Convolutional Neural Networks

Wisal Hashim Abdulsalam; Rafah Shihab Alhamdani; Mohammed Najm Abdullah

doi:10.18178/ijmlc.2019.9.1.759

Details

Publication Date

Tue Jan 01 2019

Journal Name

International Journal Of Machine Learning And Computing

Volume

9

Issue Number

1

DOI

10.18178/ijmlc.2019.9.1.759

Choose Citation Style

Statistics

View publication

10

Statistics

(57)

(40)

Facial Emotion Recognition from Videos Using Deep Convolutional Neural Networks

Facial emotion recognition

deep convolutional neural network

TensorFlow

ADFES-BIV

WSEFEP

Wisal Hashim Abdulsalam

Rafah Shihab Alhamdani

Mohammed Najm Abdullah

...Show More Authors

Its well known that understanding human facial expressions is a key component in understanding emotions and finds broad applications in the field of human-computer interaction (HCI), has been a long-standing issue. In this paper, we shed light on the utilisation of a deep convolutional neural network (DCNN) for facial emotion recognition from videos using the TensorFlow machine-learning library from Google. This work was applied to ten emotions from the Amsterdam Dynamic Facial Expression Set-Bath Intensity Variations (ADFES-BIV) dataset and tested using two datasets.

View Publication Preview PDF

Quick Preview PDF

Publication Date

Tue Jul 22 2025

Journal Name

Retos

Evaluating the impact of neurophysiological fatigue patterns on tactical decision-making in elite football players using wearable EEG technology

Ramah Muhammad

Maarib Jawad

Khamael Awad Nihab

Mustafa AbdulKareem

Haider Radhi Raheem

Suhad Qassem Saeed

...Show More Authors

Introduction: Elite football performance hinges on rapid tactical decision-making under physical and cognitive strain. While peripheral fatigue’s effects on motor output are well documented, the neurophysiological markers of mental fatigue and their impact on in-game decision making remain underexplored. Objective: To determine how EEG-derived central fatigue indices—frontal theta power and the theta/alpha ratio—relate to tactical decision accuracy and speed in elite football players. Methodology: Twenty male national-level footballers (age 22.4 ± 2.1 years; ≥ 5 years’ experience) completed the Yo-Yo Intermittent Recovery Test Level 1 while wearing an 8-channel dry-electrode frontal EEG headset. Frontal theta

View Publication

Publication Date

Sun Dec 08 2019

Journal Name

Periodicals Of Engineering And Natural Sciences (pen)

Estimating total dissolved solids and total suspended solids in Mosul dam lake in situ and using remote sensing technique

Abdulmunem Dherar

Hind Suhail

...Show More Authors

View Publication

(12)

(10)

Publication Date

Tue Feb 24 2026

Journal Name

Journal Of Studies And Researches Of Sport Education

The effect of using the educational bag on the level of learning some offensive skills with the epee weapon

The effect of using the educational bag on the level of learning some offensive skills with the epee weaponDr. Lamia Hassan Al-Diwan

D. Fatima Abdel-Maliki

Dr. Kholoud Laith Abdel Karim2005 Technical and technological development has been increasing day after day and has included all areas of life

including the educational process

which has benefited from technologies such as (computer

video

and pictorial models) in introducing them as tools to aid the learning process. Educational packages have proven their effectiveness in education as they prepare learners with different areas of experience. Sensory audio-visual

through which the learner acquires different educational experiences through interaction

practice

participation

and communication with the data of the surrounding environment through the diversity of knowledge sources that suit his inclinations and needs. The research aimed to prepare an educational bag to teach some offensive skills in the epee weapon. And to find out the effect of using the proposed educational bag on the level of learning some offensive skills in the epee weapon. We hypothesized that the proposed educational package has a positive impact on the level of learning some offensive skills with the epee weapon. There were statistically significant differences in testing the level of learning some offensive skills with the epee weapon between the post-tests of the experimental and control groups

and in favor of the experimental group. The researchers used the experimental method to suit the nature of solving the research problem

and the research sample was chosen intentionally from the girls’ fencing club players (beginners) in the governorate. Basra for the year 2005. The number of players was (16)

which represented the entire study population. The experiment was conducted in the sports hall of the South Oil Sports Club in Basra. We concluded that the educational package has a positive impact on the level of learning some offensive skills in the epee weapon. There were statistically significant differences in the learning level test for some offensive skills in the epee weapon between the experimental group and the control group in the post-tests and in favor of the experimental group. We recommended the necessity of using the proposed educational curriculum to learn some offensive skills in the epee weapon in fencing lessons or in sports clubs. Adopting modern techniques in training

teaching or teaching fencing skills and searching for new methods. Conducting similar studies on other skills or different samples.Keywords: educational bag

offensive skills with an epee weapon

fencing game. Teaching methods. Basra Girl Sports ClubLamya Hassan Aldewan [email protected] of Basra - College of Education and Sports Scienceshttps://orcid.org/0000-0003-0377-6915 Keywords educational bag

offensive skills with an epee weapon

fencing game. Teaching methods. Basra Girl Sports Club

‏Lamyaa

Fatima

...Show More Authors

View Publication

Publication Date

Sun Nov 01 2020

Journal Name

Iop Conference Series: Materials Science And Engineering

Development of an Optimized Botnet Detection Framework based on Filters of Features and Machine Learning Classifiers using CICIDS2017 Dataset

Jabbar A.F.

imad j. mohammed

...Show More Authors

Abstract<p>Botnet is a malicious activity that tries to disrupt traffic of service in a server or network and causes great harm to the network. In modern years, Botnets became one of the threads that constantly evolving. IDS (intrusion detection system) is one type of solutions used to detect anomalies of networks and played an increasing role in the computer security and information systems. It follows different events in computer to decide to occur an intrusion or not, and it used to build a strategic decision for security purposes. The current paper <italic>suggests</italic> a hybrid detection Botnet model using machine learning approach, performed and analyzed to detect Botnet atta</p> ... Show More

View Publication

(22)

(12)

Publication Date

Thu Sep 01 2016

Journal Name

Revista Brasileira De Zootecnia

Effect of using insect larvae meal as a complete protein source on quality and productivity characteristics of laying hens

Mohammed

Dahlan

Henny

Lokman Hakim

...Show More Authors

View Publication

(99)

(82)

Publication Date

Thu Jul 20 2023

Journal Name

Ibn Al-haitham Journal For Pure And Applied Sciences

Study the Effect of Manganese Ion Doping on the Size- Strain of SnO2 nanoparticles Using X-Ray Diffraction Data

Tagreed

...Show More Authors

In this study, SnO2 nanoparticles were prepared from cost-low tin chloride (SnCl2.2H2O) and ethanol by adding ammonia solution by the sol-gel method, which is one of the lowest-cost and simplest techniques. The SnO2 nanoparticles were dried in a drying oven at a temperature of 70°C for 7 hours. After that, it burned in an oven at a temperature of 200°C for 24 hours. The structure, material, morphological, and optical properties of the synthesized SnO2 in nanoparticle sizes are studied utilizing X-ray diffraction. The Scherrer expression was used to compute nanoparticle sizes according to X-ray diffraction, and the results needed to be scrutinized more closely. The micro-strain indicates the broadening of diffraction peaks for nano

View Publication

(2)

Publication Date

Fri May 11 2018

Journal Name

Biomedical And Pharmacology Journal

Molecular and Phylogenetic Analysis of Human Papillomavirus Using L1 Gene in Oral Squamous Cell Carcinoma Patients in Baghdad, Iraq

OSCC

HPV

L1 gene

phylogenetic tree

Maysaa

...Show More Authors

Oral squamous cell carcinoma (OSCC) is the most common malignant neoplasm of the oral mucosa. Human papillomavirus (HPV) virus cause a broad scope of diseases from benign to invasive tumors, types 16 and 18 classified as carcinogenic to humans. This study aimed to provide the first molecular characterization of HPV types in Iraq. Thirty-five unstimulated whole saliva samples were collected from histopathologically confirmed patients with oral cancer were enrolled in this study. Genomic DNA was extracted from exfoliating cells to amplify HPV-DNA using HPV-L1 gene sequence primers by polymerase chain reaction method (PCR), the viral genotyping was performed using direct sequencing method. HPV genotypes identified were deposited in Gen

View Publication

Publication Date

Fri Sep 05 2014

Journal Name

Engineering And Technology Journal

New Method to Increase the Ability of the Water for Dissolving Total Salts in Soil by Using the Magnetism

maysam

...Show More Authors

Publication Date

Tue May 30 2023

Journal Name

Iraqi Journal Of Science

Ground State Structure of Helium and Phosphorus Isotopes using the Radial Wave Functions of Harmonic-Oscillator and Hulthen Potentials

Ameen M.

Arkan R.

...Show More Authors

The ground state density distributions and electron scattering Coulomb form factors of Helium (4,6,8He) and Phosphorate (27,31P) isotopes are investigated in the framework of nuclear shell model. For stable (4He) and (31P) nuclei, the core and valence parts are studied through Harmonic-oscillator (HO) and Hulthen potentials. Correspondingly, for exotic (6,8He) and (27P) nuclei, the HO potential is applied to the core parts only, while the Hulthen potential is applied to valence parts. The parameters for HO and Hulthen are chosen to reproduce the available experimental size radii for all nuclei under study. Finally, the CO component of electron scattering charge form factors are also investigated. Unfortunately, there is no

View Publication

(1)

Publication Date

Fri Jan 20 2023

Journal Name

Journal Of Electronic Materials

Influence of Dry and Wet Etching on AlInSb Contact Resistivity, Transfer Length, and Sheet Resistance Using Circular Transmission Model

Shawkat Ismael Jubair

...Show More Authors

View Publication

(4)

1 2 ... 533 534 535 536 ... 615 616