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Papers Benchmarks Datasets Tasks

nova dataset and benchmarks · SOTA2 Research

Research Datasets

nova

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Anomaly Localization

NOVA (OOD)

37.02mAP30

14

Differential Diagnosis

NOVA OOD

20.36Diagnostic Accuracy

14

Image Description

NOVA OOD

18.43METEOR

14

Brain MRI localisation

NOVA (test)

43.5mAP@30

12

Abnormality Grounding

NOVA

50mAP@25

8

nova

145,720# Instances

4

Circuit Optimization Impact Evaluation

nova

-9.98Delta Area (%)

4

Diagnostic Reasoning

NOVA

24.2Top-1 Accuracy

3

Image Description

NOVA

1.83BLEU-4

3

Anomaly Localization

NOVA

35.86mAP@30

3

Cell type distribution matching

nova (test)

1Cosine Similarity

3

Popular tasks

Anomaly Localization Image Description Differential Diagnosis Circuit Optimization Impact Evaluation P&R evaluation

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