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Diverse Image Segmentation on LIDC

78.5HM IoUProbUNet
65.568.87572.2575.625Mar 20, 2026

Evaluation results

MethodLinks
ProbUNetNumber of batches=4, Samples per batch=42026.0378.50
SPELLNumber of batches=4, Samples per batch=4, Variation=memory bank2026.0375.13
SPELLNumber of batches=4, Samples per batch=4, Variation=batch & memory bank2026.0374.93
Particle GuidanceNumber of batches=4, Samples per batch=4, Variation=batch & memory bank2026.0374.33
SPELLNumber of batches=4, Samples per batch=4, Variation=batch2026.03743
Particle GuidanceNumber of batches=4, Samples per batch=4, Variation=memory bank2026.0373.93
Particle GuidanceNumber of batches=4, Samples per batch=4, Variation=batch2026.0373.63
ClusteringNumber of batches=4, Samples per batch=4, Clusters=128→162026.0373.25
Naive samplingNumber of batches=4, Samples per batch=42026.0372.73
ProbUNetNumber of batches=2, Samples per batch=42026.0371.50
SPELLNumber of batches=2, Samples per batch=4, Variation=batch & memory bank2026.0369.71
SPELLNumber of batches=2, Samples per batch=4, Variation=memory bank2026.0369.61
ClusteringNumber of batches=2, Samples per batch=4, Clusters=128→82026.0369.54
SPELLNumber of batches=2, Samples per batch=4, Variation=batch2026.0368.61
Particle GuidanceNumber of batches=2, Samples per batch=4, Variation=batch & memory bank2026.0368.21
Particle GuidanceNumber of batches=2, Samples per batch=4, Variation=batch2026.0367.71
Particle GuidanceNumber of batches=2, Samples per batch=4, Variation=memory bank2026.0367.51
Naive samplingNumber of batches=2, Samples per batch=42026.03661