fix(apps/nuclick): wire up unused min_area and do_reconstruction parameters - #9099
fix(apps/nuclick): wire up unused min_area and do_reconstruction parameters#9099qinxwew wants to merge 2 commits into
min_area and do_reconstruction parameters#9099Conversation
…meters SplitLabeld.min_area and PostFilterLabeld.do_reconstruction were documented and stored but never used, so setting them had no effect. Both were implemented in the original NuClick transforms addition ( PR Project-MONAI#4266 ) and were accidentally dropped in the NuClick transform fixes ( PR Project-MONAI#5563 ): - SplitLabeld: discard connected components of 'others' smaller than min_area pixels during relabeling. Implemented with np.bincount instead of skimage.remove_small_objects so the semantics stay identical across skimage versions (0.26 changed the threshold from 'smaller than' to 'smaller than or equal to' and deprecated the min_size keyword). - PostFilterLabeld: restore the optional morphological-reconstruction step gated by do_reconstruction, regrowing the mask from the click points stored under the nuc_points key. The marker is intersected with the filtered mask (satisfying skimage's marker <= mask requirement without the original's try/except) and instances whose click point falls outside every mask component keep their filtered mask instead of being silently emptied. Add regression tests for both behaviors (5 new cases). Fixes Project-MONAI#9083 Co-Authored-By: Claude <noreply@anthropic.com> Signed-off-by: LiQing <325196192+qinxwew@users.noreply.github.com>
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Estimated code review effort: 3 (Moderate) | ~20 minutes Merge Risk: ⚪ Minimal · up to This change makes the documented NuClick area-filtering and click-guided reconstruction parameters functional, with regression coverage for the stated behaviors. No concrete merge-blocking risk remains in the supplied context. 🚥 Pre-merge checks | ✅ 4 | ❌ 1❌ Failed checks (1 warning)
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In `@monai/apps/nuclick/transforms.py`:
- Line 599: Update post_processing in monai/apps/nuclick/transforms.py (lines
599-599) with a Google-style docstring covering all parameters, including
reconstruction inputs, the returned mask, and any raised exceptions. Add
corresponding Google-style docstrings to the minimum-area test definition in
tests/apps/nuclick/test_nuclick_transforms.py (lines 309-309) and the
reconstruction test definition in tests/apps/nuclick/test_nuclick_transforms.py
(lines 338-338), documenting their inputs, assertions, return behavior, and
relevant exceptions.
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monai/apps/nuclick/transforms.pytests/apps/nuclick/test_nuclick_transforms.py
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…tests Add Google-style docstrings for PostFilterLabeld.post_processing and the min_area / do_reconstruction test cases, per review feedback. Signed-off-by: LiQing <325196192+qinxwew@users.noreply.github.com>
Fixes #9083.
Problem
Two documented parameters in
monai/apps/nuclick/transforms.pywere accepted and stored but never used, so setting them had no effect:SplitLabeld.min_area— documented as "the smallest allowable object size", never referenced outside__init__.PostFilterLabeld.do_reconstruction— documented as performing a morphological reconstruction, butpost_processingneither accepted the flag nor received thenuc_pointsneeded as reconstruction markers.Root cause
Both behaviors existed in the original NuClick transforms addition (#4266) and were accidentally dropped in the later NuClick transform fixes (#5563):
SplitLabeld._mask_relabelingfilteredotherscomponents bystat.area > min_area;post_processing(..., do_reconstruction, nuc_points)regrew each mask from its click points viaskimage.morphology.reconstruction.This PR restores both behaviors, adapted to the current code structure.
Changes
SplitLabeld— after relabeling theotherschannel, connected components smaller thanmin_areapixels are discarded. Implemented withnp.bincountrather thanskimage.morphology.remove_small_objectson purpose: scikit-image 0.26 deprecated themin_sizekeyword and changed the threshold semantics from "smaller than" to "smaller than or equal to", so the bincount form keeps one well-defined behavior (discardarea < min_area, matching the docstring "smallest allowable object size") on every skimage version.PostFilterLabeld—post_processingagain acceptsdo_reconstructionandnuc_points; when enabled, each instance mask is regrown from its click points (morphology.reconstruction), so only the mask component containing the user's click is kept. Two robustness improvements over the original implementation:marker <= maskrequirement by construction (the original relied ontry/except BaseExceptionfor clicks outside the mask);Docstrings for both parameters clarified (including that
do_reconstructionconsumes thenuc_pointskey).Tests
tests/apps/nuclick/test_nuclick_transforms.py: 5 new cases —SplitLabeld: a 1-pixelothersobject is dropped withmin_area=5and kept withmin_area=1;PostFilterLabeld: without reconstruction both blobs survive (13 px); with reconstruction only the clicked blob remains (4 px); a click on background leaves the filtered mask unchanged (13 px).Note for reviewers
PostFilterLabeld.gen_instance_mapis called as(masks, bounding_boxes, x=img_width, y=img_height)and indexesinstance_map[bb[0]:bb[2], bb[1]:bb[3]], so non-squareimg_height/img_widthinputs broadcast-fail — the existing tests only use square shapes. Happy to file a separate issue if you agree it's a bug.post_processingstill callsremove_small_objects(min_size=...), which emits aFutureWarningand changed semantics under scikit-image 0.26 (see above). Can be addressed separately.