Article

Using Micro-Facial Expressions for Emotion Recognition through region based Patch Generation

2023-03-08

Abstract excerpt

The task of classifying human emotions based on facial expressions has been a challenging area of research for the past two decades. Early approaches relied on hand-crafted features such as SIFT, HOG, and LBP and classifiers trained on facial expression datasets. However, these methods failed to provide accurate results on newer, more complex datasets. Recently, the trend has shifted towards using deep learning mo...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: b6215915-c7b0-598a-9141-1020733be446
DOI: 10.21203/rs.3.rs-2637724/v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Using Micro-Facial Expressions for Emotion Recognition through region based Patch GenerationDOI 10.21203/rs.3.rs-2637724/v1Read

AI Creation of Facial Expression Database for Advanced Emotion RecognitionSemantic proximity Read

A Hybrid Deep Learning Framework for efficient emotion detection on the facial image datasetSemantic proximity Read

An experimental study in Real-time Facial Emotion Recognition on 3RL datasetSemantic proximity Read

Active AU Based Patch Weighting for Facial Expression RecognitionSemantic proximity Read

Lite General Network and MagFace CNN for Micro-Expression Spotting in Long VideosSemantic proximity Read

Facial Affect Detection using Transfer Learning: A Comparative StudySemantic proximity Read

Multi-Domain Feature Enhancement and Fusion Transformer with Bilateral Facial Structure Awareness for Robust and Cross-Domain Facial Expression RecognitionSemantic proximity Read

Unet based Xception Model Approach for Facial Emotion RecognitionSemantic proximity Read

Machine and human emotion classification diverge for naturalistic imagesSemantic proximity Read

A novel deep learning approach for facial emotion recognition: application to detecting emotional responses in elderly individuals with Alzheimer’s diseaseSemantic proximity Read

Facial Image Expression Recognition and Prediction SystemSemantic proximity Read

Video Analysis Based Effective Multi-Facial Emotion Recognition and Classification Framework Using GcrcnnSemantic proximity Read