AFFORDABLE VISION-BASED SYSTEMS FOR REAL-TIME CHESSBOARD DIGITIZATION
Abstract
The automatic recognition of chessboard states has significant applications in various domains, from enhancing online chess platforms and educational tools to enabling robotic interaction. While high-performance vision systems and complex robotic setups can achieve this, their cost and complexity often limit widespread adoption. This paper explores the feasibility and methodology for developing affordable, vision-based systems for real-time chessboard digitization. We leverage advancements in deep learning, particularly lightweight Convolutional Neural Networks (CNNs), combined with accessible embedded platforms. The proposed approach integrates image acquisition, chessboard localization, and individual chess piece recognition, culminating in a standardized digital representation of the board state. Our findings demonstrate that acceptable levels of accuracy and real-time performance can be achieved on low-cost hardware, making automatic chess digitization more accessible for a broader range of applications.
Keywords
References
Most read articles by the same author(s)
- Mohammad Shuab Siddique , Debugging Billion-Core AI Clusters: Distributed Crash Diagnosis for Heterogeneous Accelerator Systems , International Journal of Modern Computer Science and IT Innovations: Vol. 3 No. 09 (2026): Volume 03 Issue 09
- Martin Schneider, Diego Martínez, A Comparative Benchmark Analysis of Transactional and Analytical Performance in PostgreSQL and MySQL , International Journal of Modern Computer Science and IT Innovations: Vol. 2 No. 10 (2025): Volume 02 Issue 10
- Mr. Raman Kumar, Intelligent Supply Chain Management Using Artificial Intelligence: Models, Challenges, And Future Prospects , International Journal of Modern Computer Science and IT Innovations: Vol. 3 No. 09 (2026): Volume 03 Issue 09
- Chinedu Emmanuel Okafor, A Comprehensive Architecture for Enhancing IoT Security Through Zero Trust Principles , International Journal of Modern Computer Science and IT Innovations: Vol. 3 No. 09 (2026): Volume 03 Issue 09
- Mr. Sachin Manekar, A Survey of Retrieval-Augmented Language Models for Knowledge-Intensive Text Applications , International Journal of Modern Computer Science and IT Innovations: Vol. 3 No. 09 (2026): Volume 03 Issue 09
- Serhii Yakhin , Resilience and Scale in .NET Microservices via Message Brokers for Ensuring Fault Tolerance and Scalability in .NET Microservices , International Journal of Modern Computer Science and IT Innovations: Vol. 3 No. 09 (2026): Volume 03 Issue 09
- Adrian Miguel Santos, Clarisse Mae Reyes, Integrated Analytical Approaches in Computer Science and Information Technology Systems , International Journal of Modern Computer Science and IT Innovations: Vol. 3 No. 09 (2026): Volume 03 Issue 09
- Dr. Elena R. Moretti, Intent-Aware Decentralized Identity and Zero-Trust Framework for Agentic AI Workloads , International Journal of Modern Computer Science and IT Innovations: Vol. 2 No. 11 (2025): Volume 02 Issue 11
- Dr. Ahmed R. Mostafa, Prof. Mahmoud A. Taha, AFFORDABLE VISION-BASED SYSTEMS FOR REAL-TIME CHESSBOARD DIGITIZATION , International Journal of Modern Computer Science and IT Innovations: Vol. 2 No. 01 (2025): Volume 02 Issue 01
- Rahul van Dijk, Advancing Circular Business Models through Big Data and Technological Integration: Pathways for Sustainable Value Creation , International Journal of Modern Computer Science and IT Innovations: Vol. 2 No. 12 (2025): Volume 02 Issue 12
Similar Articles
- Daniela Costa, Rafael Lima, Dynamic Deep Neural Network Partitioning For Low-Latency Edge-Assisted Video Analytics: A Learning-To-Partition Approach , International Journal of Modern Computer Science and IT Innovations: Vol. 2 No. 10 (2025): Volume 02 Issue 10
- Prof. Elise Vandermark, Integrating Lakehouse Architectures and Cloud Data Warehousing For Next-Generation Enterprise Analytics , International Journal of Modern Computer Science and IT Innovations: Vol. 2 No. 12 (2025): Volume 02 Issue 12
- Nguyen Minh Khoa, Tran Ngoc Anh, An Integrated Security Analysis Model for Identifying Software and Hardware System Vulnerabilities , International Journal of Modern Computer Science and IT Innovations: Vol. 3 No. 10 (2026): Volume 03 Issue 10
- Dr. Julian Blackwood, Professor Elara Croft, REAL-TIME DIGITAL TWIN FOR STEWART PLATFORM CONTROL AND TRAJECTORY SYNTHESIS , International Journal of Modern Computer Science and IT Innovations: Vol. 1 No. 01 (2024): Volume 01 Issue 01
- Dr. Markus Vogel, Large Language Model–Driven Digital Twins for Lean-Aware Manufacturing Execution System Optimization in Industry 4.0 Environments , International Journal of Modern Computer Science and IT Innovations: Vol. 3 No. 01 (2026): Volume 03 Issue 01
- Dr. Adrian K. Varela, Edge Intelligence-Driven Intrusion Detection for Internet of Things Networks in Next-Generation Communication Systems , International Journal of Modern Computer Science and IT Innovations: Vol. 3 No. 03 (2026): Volume03 Issue03
- Dr. Mateo Alvarez, SaaS-Driven Digital Transformation and Customer Retention in Hospitality Ecosystems: A Multitheoretical and Socio-Technical Reinterpretation of Service Value Creation , International Journal of Modern Computer Science and IT Innovations: Vol. 2 No. 12 (2025): Volume 02 Issue 12
- Dr. Rohan Verma, Dr. Sneha Kulkarni, Machine-Learning Architectures enabling Human Trait Verification Alternatives within Risk-Coverage Ecosystems: Resilient Identity Validation, Policy Adherence , International Journal of Modern Computer Science and IT Innovations: Vol. 3 No. 02 (2026): Volume 03 Issue 02
- Dr. Jonathan Miller, Dr. Emily Carter, A Deep Learning-Based Biometric Authentication Architecture for Banking Fraud Prevention Using Google Teachable Machine and Facial Recognition Analytics , International Journal of Modern Computer Science and IT Innovations: Vol. 3 No. 05 (2026): Volume 03 Issue 05
- Serhii Yakhin , Resilience and Scale in .NET Microservices via Message Brokers for Ensuring Fault Tolerance and Scalability in .NET Microservices , International Journal of Modern Computer Science and IT Innovations: Vol. 3 No. 09 (2026): Volume 03 Issue 09
You may also start an advanced similarity search for this article.