ophthalmic_retinal · fundus_imaging

Fundus Artery Fractal Dimension

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

Per-track results

Benchmark Tracks

fundus_artery_fractal_dimension/1cea7dea317c

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

#	Predictor	Method	Absolute test R²	Test n
1	CGM Iglu	TabFM	0.08649	928
2	CGM Iglu	TabPFN 3.5	0.08482	928
3	CGM Iglu	TabICL	0.08168	928
4	CGM Iglu	TabSwift	0.08162	928
5	CGM Iglu	TabPFN v2	0.08084	928
6	CGM Iglu	TabDPT	0.07639	928
7	CGM Iglu	RealMLP	0.07334	928
8	CGM Iglu	Gradient-boosted trees	0.0721	928
9	CGM Iglu	Ridge	0.01494	928
10	Participant Embedding	Ridge	0.009828	928

fundus_artery_fractal_dimension/2145a9e36ec2

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

#	Predictor	Method	Absolute test R²	Test n
1	HPP Curated Panel	TabSwift	0.03781	463
2	HPP Curated Panel	Ridge	0.03727	463
3	HPP Curated Panel	TabDPT	0.03534	463
4	HPP Curated Panel	TabPFN 3.5	0.03512	463
5	HPP Curated Panel	Gradient-boosted trees	0.03472	463
6	HPP Curated Panel	TabICL	0.03237	463
7	HPP Curated Panel	TabPFN v2	0.03175	463
8	HPP Curated Panel	RealMLP	0.03129	463
9	HPP Curated Panel	TabFM	0.03003	463

fundus_artery_fractal_dimension/7493f485b11e

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

#	Predictor	Method	Absolute test R²	Test n
1	HPP Curated Panel	TabPFN v2	0.03824	552
2	HPP Curated Panel	TabSwift	0.03791	552
3	HPP Curated Panel	TabDPT	0.03555	552
4	HPP Curated Panel	TabPFN 3.5	0.03108	552
5	HPP Curated Panel	Ridge	0.03047	552
6	HPP Curated Panel	TabFM	0.03046	552
7	HPP Curated Panel	RealMLP	0.02657	552
8	HPP Curated Panel	TabICL	0.02635	552
9	HPP Curated Panel	Gradient-boosted trees	-0.009081	552

fundus_artery_fractal_dimension/74f62f5b992c

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

#	Predictor	Method	Absolute test R²	Test n
1	HPP Curated Panel	TabDPT	0.1071	804
2	HPP Curated Panel	TabPFN 3.5	0.1067	804
3	HPP Curated Panel	TabFM	0.1036	804
4	HPP Curated Panel	TabPFN v2	0.1015	804
5	HPP Curated Panel	TabICL	0.1014	804
6	HPP Curated Panel	TabSwift	0.09871	804
7	HPP Curated Panel	RealMLP	0.09709	804
8	HPP Curated Panel	Gradient-boosted trees	0.09411	804
9	HPP Curated Panel	Ridge	0.03521	804

fundus_artery_fractal_dimension/81ca6e6f24ac

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

#	Predictor	Method	Absolute test R²	Test n
1	HPP Curated Panel	TabICL	0.1121	1038
2	HPP Curated Panel	TabFM	0.1112	1038
3	HPP Curated Panel	TabPFN 3.5	0.1094	1038
4	HPP Curated Panel	TabDPT	0.1093	1038
5	HPP Curated Panel	TabPFN v2	0.108	1038
6	HPP Curated Panel	TabSwift	0.1014	1038
7	HPP Curated Panel	Gradient-boosted trees	0.09901	1038
8	HPP Curated Panel	RealMLP	0.09694	1038
9	HPP Curated Panel	Ridge	0.04118	1038

fundus_artery_fractal_dimension/e1e92b9c004d

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

#	Predictor	Method	Absolute test R²	Test n
1	HPP Curated Panel	TabICL	0.1241	965
2	HPP Curated Panel	TabPFN 3.5	0.1229	965
3	HPP Curated Panel	TabFM	0.1216	965
4	HPP Curated Panel	TabDPT	0.1204	965
5	HPP Curated Panel	RealMLP	0.1175	965
6	HPP Curated Panel	TabPFN v2	0.1154	965
7	HPP Curated Panel	TabSwift	0.1146	965
8	HPP Curated Panel	Gradient-boosted trees	0.1093	965
9	HPP Curated Panel	Ridge	0.03573	965

fundus_artery_fractal_dimension/eac31569134b

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

#	Predictor	Method	Absolute test R²	Test n
1	Participant Embedding	Ridge	0.01012	610

fundus_artery_fractal_dimension/f96393614a8a

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

#	Predictor	Method	Absolute test R²	Test n
1	Participant Embedding	Ridge	0.03683	564