VideoMAE-Base-ASD_Eye_Contact_v2 Open-Source Video Analysis Model - Accurately Identify Eye Contact in Autism

Videomae Base ASD Eye Contact V2

Developed by kanlo

A video analysis model fine-tuned based on the VideoMAE foundation model, specializing in eye contact recognition tasks related to Autism Spectrum Disorder (ASD)

Video Processing

Transformers

#Autism Eye Contact Detection #Video Behavior Analysis #High-Precision Fine-Tuning

Downloads 48

Release Time : 6/15/2024

Model Overview

This model is a fine-tuned version of VideoMAE-base, optimized for eye contact recognition tasks in patients with Autism Spectrum Disorder, demonstrating excellent performance on evaluation sets

Model Features

High Accuracy

Achieves 100% accuracy on evaluation sets

Few-Shot Learning

Requires only a small number of training samples to achieve good performance

Medical Assistance

Designed specifically for autism diagnosis assistance, capable of recognizing eye contact behaviors

Model Capabilities

Video Behavior Recognition

Eye Contact Detection

Autism Auxiliary Diagnosis

Use Cases

Healthcare

Autism Screening

Assists in diagnosis by analyzing eye contact behaviors in patient videos

High-accuracy eye contact recognition

Behavior Analysis

Social Behavior Assessment

Evaluates an individual's social interaction abilities

Training Loss	Epoch	Step	Validation Loss	Accuracy
No log	0.1	1	0.5182	1.0
No log	1.1	2	0.3872	1.0
No log	2.1	3	0.2654	1.0
No log	3.1	4	0.1842	1.0
No log	4.1	5	0.1304	1.0
No log	5.1	6	0.0937	1.0
No log	6.1	7	0.0733	1.0
No log	7.1	8	0.0603	1.0
No log	8.1	9	0.0525	1.0
0.2147	9.1	10	0.0489	1.0

Property	Details
Model Type	videomae - base - ASD_Eye_Contact_v2
License	CC - BY - NC - 4.0
Base Model	MCG - NJU/videomae - base
Metrics	accuracy

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Videomae Base ASD Eye Contact V2

Model Overview

Model Features

Model Capabilities

Use Cases

🚀 videomae-base-ASD_Eye_Contact_v2

🚀 Quick Start

📚 Documentation

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

📄 License