Unverified50% confidenceFactExact time

离线增强在训练前预先生成并存储所有增强样本，磁盘占用随倍数线性增长；实时增强在数据加载管线中动态生成变换，几乎不额外占用存储

1

Sources

50%

Confidence

Long-term

Relevance

7/15/2026

First Seen

Sources

Real-Time Data Augmentation for Single-Class Segmentation Models: Frequency, Combinations, and Boundary Precision Explained

Related Claims

UnverifiedLoRA (Low-Rank Adaptation) freezes the full weights of the pre-trained model and only injects two low-rank matrices into specific layers, resulting in file sizes that are typically only a few MB to tens of MB.64% similar

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