148_1000.jpg May 2026

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

Measuring the cross-entropy loss contribution of this single image during a training epoch. 148_1000.jpg

Using a pre-trained ResNet-50 or Vision Transformer (ViT) to extract the embedding vector for 148_1000.jpg . Edge cases or "noisy" samples (like 148_1000

Generating Grad-CAM visualizations to identify which pixels the model focuses on when classifying this specific image. 3. Results & Discussion 148_1000.jpg