ResearchBenchmarksImage Retrieval on Things-MEG cross-subjectFollow2.7Subject 1 Top-1 AccuracyMindAlign1.9722.1612.352.539May 23, 2026Evaluation ResultsMethodMethodLinksSubject 1 Top-1 AccuracySubject 1 Top-5 AccuracySubject 2 Top-1 AccuracySubject 2 Top-5 AccuracySubject 3 Top-1 AccuracySubject 3 Top-5 AccuracySubject 4 Top-1 AccuracySubject 4 Top-5 AccuracyAverage Top-1 AccuracyAverage Top-5 AccuracyMindAlignEvaluation=Zero-shotEvaluation=Zero-shot2026.052.78.74.718.52.511.71.710.82.912.4UBPEvaluation=Zero-shotEvaluation=Zero-shot2026.0525.71.517.22.710.52.582.210.4