148_1000.jpg -

(e.g., Computer Science, Art History, or Forensics?)

Is 148_1000.jpg a prototypical example of its class, or is it an outlier? 148_1000.jpg

Summary of how individual data point audits can lead to more robust AI models. 148_1000.jpg

1. Introduction

Using a pre-trained ResNet-50 or Vision Transformer (ViT) to extract the embedding vector for 148_1000.jpg . 148_1000.jpg

Measuring the cross-entropy loss contribution of this single image during a training epoch.

The rise of deep learning relies on massive datasets where individual image quality and annotation accuracy are often assumed rather than verified.