← Muhammad Safdar portfolioAI / 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.
2. Audit training labels
Paste CSV with headers image,label. This is real manifest parsing and class counting.Choose images or analyze class labels.