ResNet-based correlation models excel in age recognition algorithms. but specific age recognition research is currently limited and often plagued by substantial errors. We introduce an enhanced portrait age recognition algorithm based on ResNet. using CORAL (consistent rank logits) rank consistent ordered regression instead of traditional classification to predict precise ages. https://poolsproductscanadas.shop/product-category/ultramax-parts/