Retina

Benchmarks

Task Name	Dataset Name	SOTA Result
Dimensionality Reduction	Retina	AUC R_NX Score1.0001	42
Semi-Supervised Domain Generalization Image Classification	Retina (test)	Average Accuracy40.2	36
Dimensionality Reduction	Retina	AUC RNX1.0001	21
KNN Classification	Retina	Accuracy (k=1)97.72	20
Silhouette Score Evaluation	Retina	Silhouette Score0.5073	20
KNN Classification	Retina	KNN Score (k=5)0.9817	20
Clustering	Retina	NMI77.63	20
Medical Anomaly Detection	Retina	Dice Score94.61	15
Diabetic retinopathy classification	Retina (test)	AUC80.48	13
Diabetic retinopathy classification	Retina (val)	AUC0.8785	13
Reconstruction	Retina (test)	Reconstruction MSE0.0001	10
Classification	Retina	Accuracy88.4	9
Image Classification	RETINA	Mean Accuracy75.22	7
Multicategory Classification	Retina	AUROC94.2	7
Open-ended Visual Question Answering	Retina	F1 Score67.8	6
Closed Visual Question Answering	Retina	F1 Score71.27	6
Cell-type annotation	Retina	Cluster Accuracy72.8	6
Medical Anomaly Segmentation	Retina	Dice Score93.18	5
Image Classification	Retina Retinology Fundus	Accuracy88.4	4

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