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fix(apps/nuclick): wire up unused min_area and do_reconstruction parameters - #9099

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fix(apps/nuclick): wire up unused min_area and do_reconstruction parameters#9099
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qinxwew:fix-nuclick-unused-params

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@qinxwew qinxwew commented Sep 5, 2026

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Fixes #9083.

Problem

Two documented parameters in monai/apps/nuclick/transforms.py were 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, but post_processing neither accepted the flag nor received the nuc_points needed 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):

  • the original SplitLabeld._mask_relabeling filtered others components by stat.area > min_area;
  • the original post_processing(..., do_reconstruction, nuc_points) regrew each mask from its click points via skimage.morphology.reconstruction.

This PR restores both behaviors, adapted to the current code structure.

Changes

SplitLabeld — after relabeling the others channel, connected components smaller than min_area pixels are discarded. Implemented with np.bincount rather than skimage.morphology.remove_small_objects on purpose: scikit-image 0.26 deprecated the min_size keyword and changed the threshold semantics from "smaller than" to "smaller than or equal to", so the bincount form keeps one well-defined behavior (discard area < min_area, matching the docstring "smallest allowable object size") on every skimage version.

PostFilterLabeldpost_processing again accepts do_reconstruction and nuc_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:

  • the marker is intersected with the filtered mask, satisfying skimage's marker <= mask requirement by construction (the original relied on try/except BaseException for clicks outside the mask);
  • an instance whose click point falls outside every mask component keeps its filtered mask instead of being silently emptied by an empty marker.

Docstrings for both parameters clarified (including that do_reconstruction consumes the nuc_points key).

Tests

  • tests/apps/nuclick/test_nuclick_transforms.py: 5 new cases —
    • SplitLabeld: a 1-pixel others object is dropped with min_area=5 and kept with min_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).
  • Full file: 24 passed (19 pre-existing + 5 new) with torch CPU + scikit-image.

Note for reviewers

  • Unrelated pre-existing observation (not touched here): PostFilterLabeld.gen_instance_map is called as (masks, bounding_boxes, x=img_width, y=img_height) and indexes instance_map[bb[0]:bb[2], bb[1]:bb[3]], so non-square img_height/img_width inputs broadcast-fail — the existing tests only use square shapes. Happy to file a separate issue if you agree it's a bug.
  • Also pre-existing: post_processing still calls remove_small_objects(min_size=...), which emits a FutureWarning and changed semantics under scikit-image 0.26 (see above). Can be addressed separately.

…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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📝 Walkthrough

Walkthrough

SplitLabeld now removes others components smaller than min_area. PostFilterLabeld now supports click-guided morphological reconstruction through nuc_points. Tests cover component filtering, clicked-component retention, and clicks outside all components.

Estimated code review effort: 3 (Moderate) | ~20 minutes

Merge Risk: ⚪ Minimal · up to 74183

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)

Check name Status Explanation Resolution
Docstring Coverage ⚠️ Warning Docstring coverage is 37.50% which is insufficient. The required threshold is 80.00%. Docstring coverage is scoped to functions touched by this diff. Analyzed 8 functions across 2 files. Write docstrings for the functions missing them to satisfy the coverage threshold.
✅ Passed checks (4 passed)
Check name Status Explanation
Title check ✅ Passed The title clearly identifies the primary change: wiring up the previously unused min_area and do_reconstruction parameters in NuClick transforms.
Description check ✅ Passed The description is detailed and covers the issue, root cause, implementation, tests, and known pre-existing observations. It omits the standard type-of-change checklist and leaves the new-tests item u…
Linked Issues check ✅ Passed The implementation directly resolves issue #9083 by applying SplitLabeld.min_area filtering and adding optional PostFilterLabeld reconstruction using nuc_points. Regression tests cover both behaviors.
Out of Scope Changes check ✅ Passed The code, documentation, and regression tests are directly related to issue #9083. The described unrelated observations are explicitly pre-existing and were not changed.
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Actionable comments posted: 1

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Inline comments:
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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Comment thread monai/apps/nuclick/transforms.py
…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>
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nuclick transforms: min_area and do_reconstruction are documented but never used

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