ophthalmic_retinal · fundus_imaging

Fundus Vein Tortuosity Density

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

Per-track results

Benchmark Tracks

fundus_vein_tortuosity_density/035ddd91730a

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

#	Predictor	Method	Absolute test R²	Test n
1	HPP Curated Panel	Ridge	0.01437	1038
2	HPP Curated Panel	TabSwift	0.01174	1038
3	HPP Curated Panel	Gradient-boosted trees	0.01158	1038

fundus_vein_tortuosity_density/111f8ffccdcb

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

#	Predictor	Method	Absolute test R²	Test n
1	HPP Curated Panel	Ridge	-0.00105	552
2	HPP Curated Panel	TabSwift	-0.003024	552
3	HPP Curated Panel	Gradient-boosted trees	-0.02826	552

fundus_vein_tortuosity_density/545491a6a112

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

#	Predictor	Method	Absolute test R²	Test n
1	HPP Curated Panel	Ridge	0.0135	965
2	HPP Curated Panel	TabSwift	0.01115	965
3	HPP Curated Panel	Gradient-boosted trees	0.007796	965

fundus_vein_tortuosity_density/55b31365cd40

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

#	Predictor	Method	Absolute test R²	Test n
1	HPP Curated Panel	Ridge	0.01473	804
2	HPP Curated Panel	TabSwift	0.01424	804
3	HPP Curated Panel	Gradient-boosted trees	-0.002808	804

fundus_vein_tortuosity_density/56b6e6774bc6

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

#	Predictor	Method	Absolute test R²	Test n
1	CGM Iglu	Ridge	0.006901	928
2	CGM Iglu	TabSwift	0.001891	928
3	CGM Iglu	Gradient-boosted trees	-0.008145	928

fundus_vein_tortuosity_density/6ac6c0ea3668

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

#	Predictor	Method	Absolute test R²	Test n
1	HPP Curated Panel	TabSwift	0.00626	463
2	HPP Curated Panel	Ridge	0.004953	463
3	HPP Curated Panel	Gradient-boosted trees	-0.003549	463