ophthalmic_retinal · fundus_imaging

Fundus Artery Vessel Density

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

Per-track results

Benchmark Tracks

fundus_artery_vessel_density/426a2cd56107

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

#	Predictor	Method	Absolute test R²	Test n
1	HPP Curated Panel	Ridge	0.058	463
2	HPP Curated Panel	Gradient-boosted trees	0.05462	463
3	HPP Curated Panel	TabSwift	0.05093	463

fundus_artery_vessel_density/7e9c6ad9f3e7

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

#	Predictor	Method	Absolute test R²	Test n
1	CGM Iglu	Gradient-boosted trees	0.0593	928
2	CGM Iglu	TabSwift	0.05908	928
3	CGM Iglu	Ridge	0.01789	928

fundus_artery_vessel_density/85c6e7d67301

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

#	Predictor	Method	Absolute test R²	Test n
1	HPP Curated Panel	Ridge	0.06028	552
2	HPP Curated Panel	TabSwift	0.04612	552
3	HPP Curated Panel	Gradient-boosted trees	0.01173	552

fundus_artery_vessel_density/8b4201e3340d

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

#	Predictor	Method	Absolute test R²	Test n
1	HPP Curated Panel	TabSwift	0.08663	804
2	HPP Curated Panel	Gradient-boosted trees	0.07778	804
3	HPP Curated Panel	Ridge	0.03964	804

fundus_artery_vessel_density/db4ac5eb8e78

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

#	Predictor	Method	Absolute test R²	Test n
1	HPP Curated Panel	TabSwift	0.07692	1038
2	HPP Curated Panel	Gradient-boosted trees	0.06396	1038
3	HPP Curated Panel	Ridge	0.02038	1038

fundus_artery_vessel_density/e47fe90eafef

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

#	Predictor	Method	Absolute test R²	Test n
1	HPP Curated Panel	TabSwift	0.09289	965
2	HPP Curated Panel	Gradient-boosted trees	0.08154	965
3	HPP Curated Panel	Ridge	0.02392	965