148_1000.jpg

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

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. a local project

Recommendations for automated "cleaning" of datasets based on high-loss samples. or a specific website?)

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

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