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MMSI

Benchmarks

Task NameDataset NameSOTA ResultTrend
Spatial ReasoningMMSI
Score32.3
21
Social ReasoningMMSI
STI71.2
15
Multi-image Spatial ReasoningMMSI
Overall Accuracy38
15
Embodied Spatial Question AnsweringMMSI
Score39.6
14
Multi-modal Spatial IntelligenceMMSI
Accuracy38
14
Real-world cross-view spatial reasoningMMSI
Overall Accuracy32
13
Multi-view Spatial ReasoningMMSI
Overall Score48.77
12
Multi-view spatial reasoningMMSI 2025
Accuracy53.9
12
Spatial-Temporal ReasoningMMSI
Accuracy41.8
9
Spatial & Vision GroundingMMSI
Pass@566.4
8
Spatial UnderstandingMMSI
Accuracy41.8
6
Multi-view spatial reasoningMMSI
Accuracy51.3
3
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