Diverse Image Segmentation on LIDC
78.5HM IoUProbUNet
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ProbUNetNumber of batches=4, Samples per batch=42026.03 | 78.5 | 0 | |
| SPELLNumber of batches=4, Samples per batch=4, Variation=memory bank2026.03 | 75.1 | 3 | |
| SPELLNumber of batches=4, Samples per batch=4, Variation=batch & memory bank2026.03 | 74.9 | 3 | |
| Particle GuidanceNumber of batches=4, Samples per batch=4, Variation=batch & memory bank2026.03 | 74.3 | 3 | |
| SPELLNumber of batches=4, Samples per batch=4, Variation=batch2026.03 | 74 | 3 | |
| Particle GuidanceNumber of batches=4, Samples per batch=4, Variation=memory bank2026.03 | 73.9 | 3 | |
| Particle GuidanceNumber of batches=4, Samples per batch=4, Variation=batch2026.03 | 73.6 | 3 | |
| ClusteringNumber of batches=4, Samples per batch=4, Clusters=128→162026.03 | 73.2 | 5 | |
| Naive samplingNumber of batches=4, Samples per batch=42026.03 | 72.7 | 3 | |
| ProbUNetNumber of batches=2, Samples per batch=42026.03 | 71.5 | 0 | |
| SPELLNumber of batches=2, Samples per batch=4, Variation=batch & memory bank2026.03 | 69.7 | 1 | |
| SPELLNumber of batches=2, Samples per batch=4, Variation=memory bank2026.03 | 69.6 | 1 | |
| ClusteringNumber of batches=2, Samples per batch=4, Clusters=128→82026.03 | 69.5 | 4 | |
| SPELLNumber of batches=2, Samples per batch=4, Variation=batch2026.03 | 68.6 | 1 | |
| Particle GuidanceNumber of batches=2, Samples per batch=4, Variation=batch & memory bank2026.03 | 68.2 | 1 | |
| Particle GuidanceNumber of batches=2, Samples per batch=4, Variation=batch2026.03 | 67.7 | 1 | |
| Particle GuidanceNumber of batches=2, Samples per batch=4, Variation=memory bank2026.03 | 67.5 | 1 | |
| Naive samplingNumber of batches=2, Samples per batch=42026.03 | 66 | 1 |