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A Dual-Module System for Copyright-Free Image Recommendation and Infringement Detection in Educational Materials
Yeongha Kim1, Soyeon Kim1, Seonghyun Min1
1R&D Center, AIDEEP Co., Ltd., 25, 7na-gil Gwacheon-daero, Gwacheon-si 13840, Republic of Korea.
Educators can now avoid copyright infringement with a new AI system. This tool detects unauthorized image use and suggests copyright-free alternatives, ensuring legal compliance in educational materials.
Area of Science:
- Artificial Intelligence
- Educational Technology
- Copyright Law
Background:
- Images are vital for education but pose copyright risks.
- Unauthorized image use leads to legal challenges for educators.
- Existing solutions for image copyright verification are insufficient.
Purpose of the Study:
- To develop a dual-module AI system for educators to detect image copyright infringement.
- To provide a seamless solution for finding copyright-free alternative images.
- To enhance legal compliance in the creation of educational content.
Main Methods:
- A copyright infringement detection module using a Convolutional Variational Autoencoder (CVAE).
- An image retrieval module employing a Vision Transformer (ViT)-based hashing model.
- System evaluation using benchmark datasets (Flickr25k) and a user study with educators.
Main Results:
- The system achieved a mean Average Precision (mAP) of 0.812 on the Flickr25k dataset.
- A user study with 65 teachers showed high satisfaction with copyright detection and ease of use.
- The system effectively identifies copyright infringement and suggests suitable alternatives.
Conclusions:
- The developed dual-module system successfully addresses copyright infringement issues for educators.
- The AI-powered tool aids in creating legally compliant educational materials.
- The system offers a practical and user-friendly solution for copyright management in education.
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