Predict objects in an image

S3 method for stats::predict() that runs inference on an image with a PetrographyModel. Delegates to predict_image().

Usage

# S3 method for class 'PetrographyModel'
predict(
  object,
  image_path,
  use_slicing = TRUE,
  slice_size = NULL,
  overlap = 0.2,
  save_visualizations = FALSE,
  output_dir = NULL,
  ...
)

Arguments

object

A PetrographyModel from from_pretrained(). (Named object rather than model to match the stats::predict generic.)

image_path

Path to image file.

use_slicing

Whether to use SAHI sliced inference (default TRUE).

slice_size

Slice size in pixels (default: model's resolution).

overlap

Overlap ratio between slices (default 0.2).

save_visualizations

Whether to save prediction visualization.

output_dir

Output directory (auto-generated if NULL).

...

Unused; present for generic compatibility.

Value

Tibble with detection results.