HuggingFace Computer Vision Task

Task: Medical Chest X-Ray Pneumonia Detection & Model Comparison

1. Baseline Model

Model: google/vit-base-patch16-224

Type: General Vision Transformer (ViT)

Status: Evaluated

2. Improved Medical Model

Model: dima806/chest_xray_pneumonia_detection

Type: Fine-Tuned Medical Chest X-Ray Transformer

Status: Successfully Evaluated & Submitted

Execution Summary

Both models were fetched directly from HuggingFace Hub and evaluated on medical radiology patterns. The specialized fine-tuned ViT demonstrates superior confidence and feature extraction for pneumonia classification compared to general-purpose baselines without adding over-complicated architectural overhead.