Controlled benchmarks of nine lightweight CNNs find that newer architectures deliver selective rather than universal improvements in accuracy and efficiency under fixed training protocols.
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Do Newer Lightweight CNNs Perform Better Under Resource Constraints? A Controlled Multigenerational Study of Architecture, Initialization, Training Budget, and Efficiency
Controlled benchmarks of nine lightweight CNNs find that newer architectures deliver selective rather than universal improvements in accuracy and efficiency under fixed training protocols.