Clustering (Species) on Fruit360
61.23NMIMulti-Sub
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Multi-Sub2024.11 | 61.23 | 85.04 | |
| Multi-SubProtocol=Average of 10 runs2025.11 | 61.23 | — | |
| CLIPlabelzero-shot=true, label_source=ground truth2024.04 | 53.64 | 76.31 | |
| Multi-MaP2024.11 | 52.92 | 77.03 | |
| DDMCProtocol=Average of 10 runs2025.11 | 52.92 | — | |
| Multi-MaP2024.04 | 52.84 | 75.82 | |
| AugDMC2024.11 | 52.84 | 75.82 | |
| Multi-MapProtocol=Average of 10 runs2025.11 | 52.84 | — | |
| AugDMC2024.04 | 51.39 | 74.3 | |
| DDMC2024.11 | 51.39 | 74.3 | |
| AugDMCProtocol=Average of 10 runs2025.11 | 51.39 | — | |
| ESMCProtocol=Average of 10 runs2025.11 | 50.36 | — | |
| CLIPGPTzero-shot=true, label_source=GPT-42024.04 | 43.7 | 75.52 | |
| ENRC2024.04 | 41.42 | 69.84 | |
| ENRC2024.11 | 41.42 | 69.84 | |
| ENRCProtocol=Average of 10 runs2025.11 | 41.42 | — | |
| iMClusts2024.04 | 38.61 | 67.32 | |
| iMClusts2024.11 | 38.61 | 67.32 | |
| iMClustsProtocol=Average of 10 runs2025.11 | 38.61 | — | |
| MCV2024.04 | 29.85 | 61.76 | |
| MCV2024.11 | 29.85 | 61.76 | |
| MCVProtocol=Average of 10 runs2025.11 | 29.85 | — | |
| MSC2024.04 | 21.84 | 58.05 | |
| MSC2024.11 | 21.84 | 58.05 | |
| AugDMC2025.11 | — | 74.3 | |
| DDMC2025.11 | — | 77.03 | |
| ENRC2025.11 | — | 69.84 | |
| ESMC2025.11 | — | 72.85 | |
| iMClusts2025.11 | — | 67.32 | |
| MCV2025.11 | — | 61.76 | |
| Multi-Map2025.11 | — | 75.82 | |
| Multi-Sub2025.11 | — | 85.04 |