ophthalmic_retinal · fundus_imaging

Fundus Artery Tortuosity Density

Valid comparisons for this clinically grounded task are grouped by fixed information set.

Per-track results

Benchmark Tracks

fundus_artery_tortuosity_density/090e1b812c27

Scored split: test. Primary metric: r2 (higher is better).

#	Predictor	Method	Absolute test R²	Test n
1	HPP Curated Panel	Ridge	0.02561	965
2	HPP Curated Panel	TabSwift	0.02196	965
3	HPP Curated Panel	Gradient-boosted trees	0.01435	965

fundus_artery_tortuosity_density/189c37d592a0

Scored split: test. Primary metric: r2 (higher is better).

#	Predictor	Method	Absolute test R²	Test n
1	CGM Iglu	Ridge	0.01329	928
2	CGM Iglu	TabSwift	0.0108	928
3	CGM Iglu	Gradient-boosted trees	0.001973	928

fundus_artery_tortuosity_density/6c1714a6efdd

Scored split: test. Primary metric: r2 (higher is better).

#	Predictor	Method	Absolute test R²	Test n
1	HPP Curated Panel	Ridge	0.02226	463
2	HPP Curated Panel	TabSwift	0.01982	463
3	HPP Curated Panel	Gradient-boosted trees	0.01797	463

fundus_artery_tortuosity_density/70005b21314e

Scored split: test. Primary metric: r2 (higher is better).

#	Predictor	Method	Absolute test R²	Test n
1	HPP Curated Panel	Ridge	0.01657	1038
2	HPP Curated Panel	TabSwift	0.006713	1038
3	HPP Curated Panel	Gradient-boosted trees	0.00393	1038

fundus_artery_tortuosity_density/7cfd976fff23

Scored split: test. Primary metric: r2 (higher is better).

#	Predictor	Method	Absolute test R²	Test n
1	HPP Curated Panel	TabSwift	0.02272	552
2	HPP Curated Panel	Ridge	0.01811	552
3	HPP Curated Panel	Gradient-boosted trees	0.000826	552

fundus_artery_tortuosity_density/a4fb341a501f

Scored split: test. Primary metric: r2 (higher is better).

#	Predictor	Method	Absolute test R²	Test n
1	HPP Curated Panel	Ridge	0.0216	804
2	HPP Curated Panel	TabSwift	0.01993	804
3	HPP Curated Panel	Gradient-boosted trees	0.01774	804