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get_largest_connected_component_mask materializes redundant nonzero index arrays before bincount

Status: Open.

#8974 In Project-MONAI/MONAI;

· aymuos15 opened on Jul 2, 2026

SwinUNETR WindowAttention: add flash attention (scaled_dot_product_attention)

Status: Open.

#8973 In Project-MONAI/MONAI;

· aymuos15 opened on Jul 2, 2026

StdShiftIntensity does redundant full-image mask + gather + scatter on the default nonzero=False path

Status: Open.

#8972 In Project-MONAI/MONAI;

· aymuos15 opened on Jul 2, 2026

Skip CI Tests Based on Checks, Not Action File

CI/CD

Feedback welcomedwelcome developer and community feedback (make comments or create new tickets if needed)welcome developer and community feedback (make comments or create new tickets if needed)

Status: Open.

#8971 In Project-MONAI/MONAI;

· ericspod opened on Jul 2, 2026

Candidate Duplicate Test Cases For Cleanup

Status: Open.

#8942 In Project-MONAI/MONAI;

· ericspod opened on Jun 22, 2026

Feat Request: Conformal prediction

Status: Open.

#8935 In Project-MONAI/MONAI;

· txmed82 opened on Jun 20, 2026

fix: typo in PerceptualLoss MedicalNet warning message

Status: Open.

#8923 In Project-MONAI/MONAI;

· rtmalikian opened on Jun 18, 2026

AI Contribution Policy For MONAI

Contribution wanted

Status: Open.

Task

#8914 In Project-MONAI/MONAI;

· ericspod opened on Jun 12, 2026

MLFlow 3.13 Raises Exception When Using Filesystem Backend

Status: Open.

Bug

#8891 In Project-MONAI/MONAI;

· ericspod opened on Jun 1, 2026

[Feature Request] Add BoundaryLoss for highly imbalanced segmentation

Status: Open.

#8884 In Project-MONAI/MONAI;

· ArsalaanAhmad opened on May 29, 2026

Release 1.6 Checklist

Status: Open.

Task

#8874 In Project-MONAI/MONAI;

· ericspod opened on May 26, 2026

Pytype Deprecation

CI/CD

need discussions

Status: Open.

Task

#8865 In Project-MONAI/MONAI;

· ericspod opened on May 20, 2026