Foxtsage, a population-based learning-rate controller combined with SGD, reports 42% lower aggregate loss than Adam on three benchmarks, but with only about 1% accuracy gains and a 330% time increase.
Fish Detection Using Deep Learning
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Foxtsage vs. Adam: Revolution or Evolution in Optimization?
Foxtsage, a population-based learning-rate controller combined with SGD, reports 42% lower aggregate loss than Adam on three benchmarks, but with only about 1% accuracy gains and a 330% time increase.