CORN
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| NIR Spectroscopy Regression | Corn m5 → mp5 | MSE0.018 | 15 | |
| NIR Spectroscopy Regression | Corn m5 → mp6 | MSE0.02 | 15 | |
| Moisture Prediction | Corn | MSE0.1011 | 12 | |
| Oil Prediction | Corn | MSE0.2578 | 12 | |
| Protein Prediction | Corn | MSE0.2455 | 12 | |
| Starch Prediction | Corn | MSE0.2291 | 12 | |
| Corneal Nerve Fiber Segmentation | CORN-1 (test) | Sensitivity86.52 | 11 | |
| Anomaly Segmentation | Corn cross-domain evaluation (test) | Segmentation AUROC0.983 | 8 | |
| Anomaly Detection | Corn cross-domain evaluation (test) | Detection AUROC0.919 | 8 | |
| Crop disease diagnosis | Corn 30 classes | Accuracy60.2 | 8 | |
| Grain composition prediction | Corn Link-3 scenario (Client 3) | MSE0.3971 | 4 | |
| Grain composition prediction | Corn Link-3 scenario (Client 2) | MSE0.4013 | 4 | |
| Grain composition prediction | Corn Link-3 scenario (Client 1) | MSE0.3596 | 4 | |
| Grain composition prediction | Corn Link-2 scenario (Client 3) | MSE0.3442 | 4 | |
| Grain composition prediction | Corn Link-2 scenario (Client 2) | MSE0.3483 | 4 | |
| Grain composition prediction | Corn Link-2 scenario (Client 1) | MSE0.3191 | 4 | |
| Grain composition prediction | Corn Link-1 scenario (Client 3) | MSE0.8125 | 4 | |
| Grain composition prediction | Corn Link-1 scenario (Client 2) | MSE0.9708 | 4 | |
| Grain composition prediction | Corn Link-1 scenario (Client 1) | MSE0.9193 | 4 | |
| Financial Trading | Corn 2018-02-01 to 2022-11-03 (test) | Total Return (TR)730.86 | 3 | |
| Segmentation | CORN1 | Dice77.47 | 3 |
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