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Clinical dataset

Benchmarks

Task NameDataset NameSOTA ResultTrend
Object DetectionClinical dataset
mAP37.2
26
Joint MRI Reconstruction and Super-Resolutionclinical dataset (test)
PSNR30.4
14
Super ResolutionClinical Dataset
PSNR37.77
13
Patient PhenotypingClinical dataset Shortness of Breath (test)
1-NN Error Rate34.7
7
Dimensionality ReductionClinical dataset Shortness of Breath (train+test)
Trustworthiness (T5)0.8342
7
Ultrasound View SynthesisClinical Dataset Case6
PSNR28.181
6
Ultrasound View SynthesisClinical Dataset Case5
PSNR22.723
6
Ultrasound View SynthesisClinical Dataset Case4
PSNR24.03
6
Ultrasound View SynthesisClinical Dataset Case3
PSNR21.57
6
Ultrasound View SynthesisClinical Dataset Case2
PSNR24.644
6
Ultrasound View SynthesisClinical Dataset Case1
PSNR18.846
6
PET ReconstructionClinical dataset
ΔSUVmax1.4751
6
PET ReconstructionClinical dataset
PSNR34.97
6
Global Longitudinal Strain calculationClinical Dataset comparison Private (Reference)
Bias-0.014
6
ClassificationClinical Dataset Abdominal Pain (train+test)
1-NN Error Rate39.24
5
Dimensionality ReductionClinical Dataset Abdominal Pain (train+test)
Trustworthiness (T5)87.3
5
Dimensionality ReductionClinical dataset Shortness of Breath (train)
Trustworthiness (T5)84.31
5
HIFU interference suppressionClinical dataset Diverging Wave (test)
PSNR25.49
5
HIFU interference suppressionClinical dataset Wide Beam (test)
PSNR26.2
5
HIFU interference suppressionClinical dataset Line Scan (test)
PSNR27.29
5
Coronary structure extractionClinical dataset (650 patients) (test)
Overall Quality Score4.726
5
Uncertainty CalibrationClinical dataset (test)
ECE0.041
5
Surgical Skill AssessmentClinical dataset (3-Fold)
SROCC0.565
5
Lactate RegressionClinical dataset (test)
R20.76
5
Dimensionality ReductionClinical Dataset Abdominal Pain (train)
Trustworthiness (T5)87.98
4
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