Diverse Image Segmentation on Cityscapes
95.6Image Quality ScoreNaive sampling
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Naive samplingNumber of batches=2, Samples per batch=162026.03 | 95.6 | 5.6 | 49.7 | 1 | |
| Naive samplingNumber of batches=4, Samples per batch=162026.03 | 95.6 | 6.8 | 58.6 | 2 | |
| SPELLNumber of batches=4, Samples per batch=16, Variation=memory bank2026.03 | 95.1 | 8.3 | 68 | 3 | |
| ClusteringNumber of batches=4, Samples per batch=16, Clusters=256→642026.03 | 94.9 | 8.1 | 69.9 | 3 | |
| ClusteringNumber of batches=2, Samples per batch=16, Clusters=256→322026.03 | 94.8 | 7.3 | 66.1 | 2 | |
| SPELLNumber of batches=2, Samples per batch=16, Variation=memory bank2026.03 | 94.6 | 7.7 | 63.5 | 1 | |
| Particle GuidanceNumber of batches=4, Samples per batch=16, Variation=memory bank2026.03 | 94.4 | 8.5 | 70.3 | 3 | |
| Particle GuidanceNumber of batches=4, Samples per batch=16, Variation=batch & memory bank2026.03 | 93.8 | 8.9 | 72.3 | 3 | |
| Particle GuidanceNumber of batches=2, Samples per batch=16, Variation=memory bank2026.03 | 93.6 | 7.7 | 64.7 | 1 | |
| SPELLNumber of batches=2, Samples per batch=16, Variation=batch2026.03 | 93.6 | 8.7 | 69 | 1 | |
| SPELLNumber of batches=2, Samples per batch=16, Variation=batch & memory bank2026.03 | 93.6 | 8.7 | 69 | 1 | |
| SPELLNumber of batches=4, Samples per batch=16, Variation=batch2026.03 | 93.6 | 9.7 | 73.5 | 3 | |
| SPELLNumber of batches=4, Samples per batch=16, Variation=batch & memory bank2026.03 | 93.6 | 9.8 | 73.5 | 3 | |
| Particle GuidanceNumber of batches=2, Samples per batch=16, Variation=batch & memory bank2026.03 | 92.8 | 8.1 | 68.6 | 1 | |
| Particle GuidanceNumber of batches=2, Samples per batch=16, Variation=batch2026.03 | 91.6 | 8.5 | 69.6 | 1 | |
| ProbUNetNumber of batches=4, Samples per batch=162026.03 | 91.6 | 6.8 | 47.9 | 0 | |
| Particle GuidanceNumber of batches=4, Samples per batch=16, Variation=batch2026.03 | 91.6 | 9.7 | 73.8 | 3 | |
| ProbUNetNumber of batches=2, Samples per batch=162026.03 | 91.5 | 6 | 42.7 | 0 |