feat: initialize standalone image-filter

Rename the distribution to image-filter and imports to image_filter. Keep medical fixtures local and document their setup for fresh clones. Include composite pipelines, consistent examples, and class diagrams.
2026-09-10 01:58:07 +03:30
commit bcaae5ec22
31 changed files with 2831 additions and 0 deletions
@@ -0,0 +1,37 @@
+classDiagram
+direction LR
+class ImageItem {
+  +ndarray image
+  +Mapping metadata
+}
+class FilterResult {
+  +ndarray image
+  +Mapping metadata
+}
+class SpatialLayout {
+  +int dimension
+  +tuple spatial_axes
+  +tuple singleton_axes
+  +int channel_axis
+}
+class Capabilities {
+  +frozenset spatial_dimensions
+  +str accepted_dtypes
+  +str input_range
+  +str output_dtype
+  +bool preserves_shape
+  +bool supports_channels
+}
+class ImageFilter {
+  <<abstract>>
+  +apply(image, metadata) FilterResult
+  +apply_batch(items) list~FilterResult~
+}
+class NumericFilter {
+  <<abstract>>
+}
+ImageFilter <|-- NumericFilter
+ImageFilter ..> ImageItem : consumes in batches
+ImageFilter ..> FilterResult : returns
+ImageFilter ..> Capabilities : declares
+NumericFilter ..> SpatialLayout : validates and computes