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Internal

Benchmarks

Task NameDataset NameSOTA ResultTrend
Video-to-Audio RetrievalInternal V→A
Recall@150.3
10
Next token predictioninternal
MRR0.615
10
Mask-based video object insertionInternal (test)
MSE103.09
9
TAInternal ID (train)
RM ACC0.7902
8
View-level Stenosis ClassificationInternal (test)
AUC0.699
8
Patient-level Stenosis ClassificationInternal (test)
AUC84.5
8
MRI Synthesis (T2 to T1c)Internal
MSE0.0088
8
MRI Synthesis (T2 to T1)Internal
MSE0.0105
8
MRI Synthesis (T1c to T2)Internal
MSE0.008
8
MRI Synthesis (T1c to T1)Internal
MSE0.0172
8
MRI Synthesis (T1 to T2)Internal
MSE0.0082
8
MRI Synthesis (T1 to T1c)Internal
MSE0.0099
8
Anomaly DetectionInternal
EER11
8
Video Frame InterpolationInternal Dataset (10-fold cross-validation)
MAE3.66
6
Segment-level Stenosis ClassificationInternal (test)
AUC0.799
5
Artery-level Stenosis ClassificationInternal (test)
RCA AUC0.812
5
Speech denoisinginternal dataset (test)
PESQ (WB)2.45
5
RECIST MeasurementInternal (hold-out test)
RECIST Error0.111
4
Text-to-Image Retrievalinternal-8M
Accuracy68
4
Voice EmpathyInternal (test)
Semantics-based Empathy4.8
3
Speech Instruction-FollowingInternal (test)
Instruction Following Score4.53
3
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