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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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M. Chidambaram

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Open access Sep 2026

Fast Severity Ordered Boundary Residual Learning for Multi-Class Knee Osteoarthritis Grading from X-Ray Images

Objectives: To develop a model for the classification of knee OsteoArthritis (OA) on radiographs, which is computationally efficient and severity ordered. Method: This study focuses on class imbalance, adjacent-grade confusion and high computational cost of multi-model hybrid systems. The proposed SOBR-KneeNet (Severit...

S. Bruntha, M. Chidambaram · 0 citations

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