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This paper presents an advanced Alzheimer's disease (AD) diagnosis by ensuring cooperative segmentation based on a powerful multi-agent system (MAS). This approach builds on the strengths of MAS by highlighting the importance of cooperation between the methods used and the strong capacity of agents to negotiate, resolve cases of ambiguity and make decisions by adopting the Pareto optimal (PO) of game theory. The results obtained demonstrate the reliability and effectiveness of our method.