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Muthukumar, D. Surendiran, Bommineni Sreekar Chowdary, D. Senthil Kumar, P. Jagadeesan, B. Mythili, and B. Swapna. "CNN-Based Pneumonia Detection and Severity Analysis in Chest X-Ray Images for Enhanced Diagnostic Support." 2025 International Conference on Multi-Agent Systems for Collaborative Intelligence (ICMSCI), Multi-Agent Systems for Collaborative Intelligence (ICMSCI), 2025 International Conference on 2025: 1443-1449. https://doi.org/10.1109/ICMSCI62561.2025.10894276.

Muthukumar, D. Surendiran, et al. "CNN-Based Pneumonia Detection and Severity Analysis in Chest X-Ray Images for Enhanced Diagnostic Support." 2025 International Conference on Multi-Agent Systems for Collaborative Intelligence (ICMSCI), Multi-Agent Systems for Collaborative Intelligence (ICMSCI), 2025 International Conference on, 2025, pp. 1443-1449, https://doi.org/10.1109/ICMSCI62561.2025.10894276.