← Muhammad Safdar portfolio

AI / GEOAI RESEARCH APPLICATION

GeoDistill Studio · Image Dataset Intelligence

Explore actual local images, inspect resolution and image-derived color features, and review class balance from uploaded labels.

Image statistics are computed on uploaded pixels. This is not a trained land-cover classifier or a hosted PyTorch/ViT training service; the original Python backend remains separate.

1. Inspect imagery

2. Audit training labels

Paste CSV with headers image,label. This is real manifest parsing and class counting.
Choose images or analyze class labels.