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ResearchFormerly WizWand

Internal

Benchmarks

TaskDatasetSOTA resultTrendResults

Out-of-distribution detection

Internal (val)

100Accuracy

12

Pheno Prediction

Internal (test)

0.138MAE

12

Internal (test)

0.089MAE

12

Internal (test)

4.621MAE

12

Disease Classification

Internal (test)

71.43Accuracy

12

Gender Classification

Internal (test)

71.91Accuracy

12

1p/19q codeletion prediction

Internal (test)

88Accuracy

10

Video-to-Audio Retrieval

Internal V→A

50.3Recall@1

10

Next token prediction

internal

0.615MRR

10

Medical Report Generation

Internal (test)

53.78BLEU-1

9

Mask-based video object insertion

Internal (test)

103.09MSE

9

Optic Disc and Cup Segmentation

Internal 275 samples (test)

89.57Dice (Cup)

8

Cardiovascular Disease Diagnosis

Internal (test)

0.98NH AUC

8

Thyroid Carcinoma Classification

Internal (test)

98.4ATC-AUC

8

Internal ID (train)

0.79RM ACC

8

View-level Stenosis Classification

Internal (test)

0.699AUC

8

Patient-level Stenosis Classification

Internal (test)

84.5AUC

8

MRI Synthesis (T2 to T1c)

Internal

0.009MSE

8

MRI Synthesis (T2 to T1)

Internal

0.011MSE

8

MRI Synthesis (T1c to T2)

Internal

0.008MSE

8

MRI Synthesis (T1c to T1)

Internal

0.017MSE

8

MRI Synthesis (T1 to T2)

Internal

0.008MSE

8

MRI Synthesis (T1 to T1c)

Internal

0.01MSE

8

Anomaly Detection

Internal

11EER

8

NAFLD prediction

Internal n=438 (test)

91.2AUROC

7