ResearchBenchmarksImage Retrieval on Things-MEG (In-subject evaluation)Follow9.2Subject 1 Top-1 AccuracyMindAlign6.8087.4298.058.671May 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-shot2026.059.231.745.280.832.265.814.737.225.353.9NICE++Evaluation=Zero-shotEvaluation=Zero-shot2026.058.122.917.342.714.240.27.523.911.832.4NICEEvaluation=Zero-shotEvaluation=Zero-shot2026.056.920.515.337.112.3355.821.110.128.4