148_1000.jpg -

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

Recommendations for automated "cleaning" of datasets based on high-loss samples.

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

To investigate the representational value of specific data points within the broader training set. 2. Methodology

(e.g., ImageNet, a local project, or a specific website?) Is 148_1000

Generating Grad-CAM visualizations to identify which pixels the model focuses on when classifying this specific image. 3. Results & Discussion

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

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