README.md

metadata

title: Stop Sign Classifier — Original vs. Preprocessed
emoji: 🛑
colorFrom: red
colorTo: blue
sdk: gradio
sdk_version: 4.44.0
app_file: app.py
pinned: false

Stop Sign? — Image Classifier (Classmate Model)

This Space demonstrates a classmate’s AutoGluon MultiModal image model that predicts whether a stop sign is present in an image.

• Model (classmate’s): samder03/2025-24679-image-autogluon-predictor
• Dataset (source/docs): https://huggingface.co/datasets/ecopus/sign_identification

What you can do here

• Upload a PNG/JPG (or use your webcam).
• See the original image next to the preprocessed image the model actually sees (resize + optional center-crop).
• Adjust inference parameters: resize (shorter side), center-crop on/off, crop size, and Top-K classes.
• View ranked Top-K class probabilities.

Validation & Error Handling

• File type is constrained by the Image widget (PNG/JPG; webcam allowed).
• Very large images are rejected with a friendly message (pixel-count check).

Notes

Educational demo; not for safety-critical use. Outputs depend on dataset/model behavior. The interface and upload code was created with the assistance of GenAI