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	RealMLP	0.05616	463
3	HPP Curated Panel	TabPFN 3.5	0.05522	463
4	HPP Curated Panel	TabDPT	0.05197	463
5	HPP Curated Panel	TabICL	0.05179	463
6	HPP Curated Panel	TabPFN v2	0.05151	463
7	HPP Curated Panel	TabSwift	0.05093	463
8	HPP Curated Panel	Gradient-boosted trees	0.04946	463
9	HPP Curated Panel	TabFM	0.0461	463

fundus_artery_vessel_density/6a72cb3110ea

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

#	Predictor	Method	Absolute test R²	Test n
1	Participant Embedding	Ridge	0.05744	564

fundus_artery_vessel_density/7e9c6ad9f3e7

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

#	Predictor	Method	Absolute test R²	Test n
1	CGM Iglu	TabFM	0.06318	928
2	CGM Iglu	TabPFN 3.5	0.06245	928
3	CGM Iglu	TabICL	0.06	928
4	CGM Iglu	TabSwift	0.05902	928
5	CGM Iglu	RealMLP	0.05615	928
6	CGM Iglu	Gradient-boosted trees	0.05565	928
7	CGM Iglu	TabPFN v2	0.05484	928
8	CGM Iglu	TabDPT	0.05206	928
9	CGM Iglu	Ridge	0.0182	928
10	Participant Embedding	Ridge	0.01274	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	RealMLP	0.05041	552
3	HPP Curated Panel	TabDPT	0.04635	552
4	HPP Curated Panel	TabSwift	0.04612	552
5	HPP Curated Panel	Gradient-boosted trees	0.04401	552
6	HPP Curated Panel	TabPFN v2	0.04377	552
7	HPP Curated Panel	TabICL	0.04324	552
8	HPP Curated Panel	TabFM	0.03842	552
9	HPP Curated Panel	TabPFN 3.5	0.03692	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	TabFM	0.09425	804
2	HPP Curated Panel	TabDPT	0.09287	804
3	HPP Curated Panel	TabPFN 3.5	0.09068	804
4	HPP Curated Panel	TabICL	0.08912	804
5	HPP Curated Panel	TabSwift	0.08663	804
6	HPP Curated Panel	RealMLP	0.08258	804
7	HPP Curated Panel	TabPFN v2	0.0822	804
8	HPP Curated Panel	Gradient-boosted trees	0.08099	804
9	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	TabICL	0.07338	1038
3	HPP Curated Panel	TabFM	0.07332	1038
4	HPP Curated Panel	TabPFN 3.5	0.07223	1038
5	HPP Curated Panel	TabPFN v2	0.0721	1038
6	HPP Curated Panel	TabDPT	0.07124	1038
7	HPP Curated Panel	RealMLP	0.0673	1038
8	HPP Curated Panel	Gradient-boosted trees	0.06672	1038
9	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	TabPFN 3.5	0.09699	965
2	HPP Curated Panel	TabPFN v2	0.09511	965
3	HPP Curated Panel	RealMLP	0.095	965
4	HPP Curated Panel	TabDPT	0.09301	965
5	HPP Curated Panel	TabSwift	0.09289	965
6	HPP Curated Panel	TabICL	0.09282	965
7	HPP Curated Panel	TabFM	0.09083	965
8	HPP Curated Panel	Gradient-boosted trees	0.08425	965
9	HPP Curated Panel	Ridge	0.02392	965

fundus_artery_vessel_density/f48892be27fd

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

#	Predictor	Method	Absolute test R²	Test n
1	Participant Embedding	Ridge	0.02	610