Abstract: Highlights•The lightweight model for portable fry counting devices in aquaculture.•The Squeeze-and-Excitation block is embedded into the lightweight model.•The density map regression is implemented to handle the fry aggregation.•Optimized hyperparameters for faster scenario migrations.
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