Code DAO
Dec 30, 2021 · Artificial Intelligence
Revamper: An Intelligent Data Augmentation Engine for Faster DNN Training
The article presents a new data‑refurbishing technique and the Revamper loading system that cut CPU‑heavy data‑augmentation costs while preserving model generalization, showing up to significant throughput gains for ResNet‑50 on ImageNet without sacrificing accuracy.
CPU overheadDNN trainingResNet-50
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