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MISATO

Benchmarks

Task NameDataset NameSOTA ResultTrend
Binding affinity regressionMISATO (structure split)
R20.113
20
Enzyme Commission depth-1 function predictionMISATO (structure)
Top-1 Accuracy88.2
20
Image InpaintingMISATO @512 (test)
LPIPS0.139
17
InpaintingMISATO
LPIPS0.142
13
RMSF predictionMISATO structure P=8 frames (CATH-H clustered)
RMSF Spearman Correlation0.55
11
RMSF predictionMISATO sequence (UniProt-clustered) P=8 frames
RMSF Spearman Correlation0.532
11
Enzyme Commission function predictionMISATO EC depth-2 (sequence split)
Top-1 Accuracy77.6
10
EC depth-2 function predictionMISATO (random split)
Top-1 Accuracy90.3
10
Binding affinity predictionMISATO (sequence split)
R^20.466
10
Gene Ontology term predictionMISATO GO top-50 (structure)
Top-1 Accuracy70.4
10
GO top-50 term predictionMISATO (structure split)
Top-1 Accuracy70.4
10
EC depth-1 function predictionMISATO EC depth-1 (sequence split)
Top-1 Acc86.8
10
Enzyme Commission (EC) classification depth-2MISATO (structure)
Top-1 Accuracy73.8
10
Binding affinity regressionMISATO (random)
R^20.557
10
Binding-site predictionMISATO (random)
AUROC0.861
10
Enzyme Commission number predictionMISATO EC depth-1 (random)
Top-1 Accuracy92.9
10
EC depth-3 function predictionMISATO (structure)
Top-1 Accuracy72.4
10
EC depth-3 function predictionMISATO (sequence split)
Top-1 Accuracy72
10
Enzyme Commission (EC) depth-3 function predictionMISATO EC depth-3 (random split)
Top-1 Accuracy88.7
10
Binding-site classificationMISATO (structure)
AUROC0.75
10
Gene Ontology predictionMISATO GO top-50 (random split)
Top-1 Accuracy90
10
Image InpaintingMISATO User Study 1.0 (test)
UOM39.43
9
Object Hallucination EvaluationMISATO 512 resolution
VLM Judgment675
5
Image InpaintingMISATO@1K (test)
LPIPS0.156
4
Protein-ligand trajectory generationMISATO (test)
EMD (Ligand)0.133
3
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