SMELLNET
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Single-ingredient odor classification | SMELLNET BASE | Accuracy@163.3 | 32 | |
| Smell Classification | SmellNet smell-only (test) | Accuracy63.75 | 12 | |
| Smell Localization | SmellNet-V-Source | mIoU0.67 | 11 | |
| Mixture proportion prediction | SMELLNET-MIXTURE (unseen) | KL Divergence2.302 | 8 | |
| Mixture proportion prediction | SMELLNET MIXTURE (seen) | KL Divergence0.37 | 8 | |
| Distribution Prediction | SMELLNET-MIXTURE BASE variant (seen combinations) | MAE0.0395 | 8 | |
| Interactive Localization | SmellNet InteractiveSource V (test) | IIoU41 | 7 | |
| Vision-to-Smell Retrieval | SmellNet-V (test) | Recall@163.2 | 4 | |
| Smell-to-Vision Retrieval | SmellNet-V (test) | R@156.14 | 4 | |
| Family-wise Classification | SmellNet V (unseen ingredients) | Accuracy52.97 | 4 | |
| Smell-to-Smell Retrieval | SmellNet (test) | R@169.44 | 2 |
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