evaluation/README.md

# CelloCut Benchmark Evaluation

This directory contains cleaned evaluation scripts for geometric and visual metrics.

## Geometric metrics

```bash
python evaluation/geometric_metric/evaluate_geometry.py \
  --gt-dir CelloScan/gt \
  --pred-dir path/to/predictions \
  --output-dir path/to/geometric_results
```

The script reports Chamfer-L2, Hausdorff distance, normal consistency, absolute normal
consistency, and F1 scores. Ground-truth files may be `.ply` or `.obj`; predictions are
matched by filename stem.

## Visual metrics

```bash
python evaluation/visual_metric/evaluate_visual.py \
  --gt-dir CelloFill/gt \
  --pred-dir path/to/predictions \
  --output-dir path/to/visual_results \
  --blender blender
```

The visual script renders each pair with Blender and reports LPIPS, CLIP image similarity,
and FID. Use `--skip-clip` or `--skip-fid` when those optional dependencies are unavailable.