Stimulus space complexity determines the ratio of specialist and generalist neurons during pattern recognition.

•Biological networks show neural response heterogeneity: specialist/generalist neurons.•We prove that the specialist-generalist ratio is related to the stimulus complexity.•The balance of these neurons is crucial for pattern recognition process.•Measuring this ratio in animals gives us the stimulus complexity of their environment.