1. Introduction

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

Edge cases or "noisy" samples (like 148_1000.jpg ) can disproportionately affect model convergence or bias. 148_1000.jpg

(e.g., An animal, a vehicle, a medical scan?) 148_1000.jpg

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

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

148_1000.jpg Apr 2026

1. Introduction

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

Edge cases or "noisy" samples (like 148_1000.jpg ) can disproportionately affect model convergence or bias.

(e.g., An animal, a vehicle, a medical scan?)

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

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