EfficientNetV2 is reported as the most accurate and MobileNetV3 as the most balanced of five lightweight models, but the abstract and body disagree on the experiments, and missing code and hyperparameters prevent reproduction.
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Comparative Analysis of Lightweight CNNs for Resource-Constrained Devices: Predictive Performance, Efficiency Trade-offs, and Initialization Effects
EfficientNetV2 is reported as the most accurate and MobileNetV3 as the most balanced of five lightweight models, but the abstract and body disagree on the experiments, and missing code and hyperparameters prevent reproduction.