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Classification on Fakeavcele leave-one-modality-out (cross-val)

63.33Accuracy (Vid)Concat
59.294860.342461.3962.4376Apr 9, 2026

Evaluation results

MethodLinks
ConcatPerceptor=ImageBind [15], Category=MML, Setting=Strong MAF2026.0463.3364.0761.7863.06
IB_ERMPerceptor=LanguageBind [68], Category=DG, Setting=Strong MAF2026.0463.2960.662.7462.21
IB_ERMPerceptor=UniBind [35], Category=DG, Setting=Strong MAF2026.0463.2161.0362.8362.36
OGMPerceptor=ImageBind [15], Category=MML, Setting=Strong MAF2026.0462.9361.6963.1362.58
DLMGPerceptor=ImageBind [15], Category=MML, Setting=Strong MAF2026.0462.8862.0963.4862.82
ConcatPerceptor=LanguageBind [68], Category=MML, Setting=Strong MAF2026.0462.7763.4562.9463.05
ERM++Perceptor=UniBind [35], Category=DG, Setting=Strong MAF2026.0462.6961.562.9862.39
CDANNPerceptor=UniBind [35], Category=DG, Setting=Strong MAF2026.0462.3962.0663.3862.61
IB_ERMPerceptor=ImageBind [15], Category=DG, Setting=Strong MAF2026.0462.361.0763.462.26
CondCADPerceptor=LanguageBind [68], Category=DG, Setting=Strong MAF2026.0461.9461.6762.5362.05
CDANNPerceptor=ImageBind [15], Category=DG, Setting=Strong MAF2026.0461.8462.6862.3662.29
URMPerceptor=LanguageBind [68], Category=DG, Setting=Strong MAF2026.0461.8462.9359.8861.55
OGMPerceptor=UniBind [35], Category=MML, Setting=Strong MAF2026.0461.7862.9861.362.02
DLMGPerceptor=LanguageBind [68], Category=MML, Setting=Strong MAF2026.0461.7760.4661.961.38
CondCADPerceptor=UniBind [35], Category=DG, Setting=Strong MAF2026.0461.7660.7261.861.43
MixupPerceptor=ImageBind [15], Category=DG, Setting=Strong MAF2026.0461.6160.8162.761.71
ERMPerceptor=UniBind [35], Category=DG, Setting=Strong MAF2026.0461.5759.8761.4660.97
SagNetPerceptor=LanguageBind [68], Category=DG, Setting=Strong MAF2026.0461.5360.8462.0361.47
URMPerceptor=UniBind [35], Category=DG, Setting=Strong MAF2026.0461.4860.4160.9860.96
ERM++Perceptor=ImageBind [15], Category=DG, Setting=Strong MAF2026.0461.3863.260.961.83
DLMGPerceptor=UniBind [35], Category=MML, Setting=Strong MAF2026.0461.2462.4563.7662.48
EQRMPerceptor=ImageBind [15], Category=DG, Setting=Strong MAF2026.0461.2261.9764.1562.45
CondCADPerceptor=ImageBind [15], Category=DG, Setting=Strong MAF2026.0461.2161.8663.4562.17
CDANNPerceptor=LanguageBind [68], Category=DG, Setting=Strong MAF2026.0461.1762.0161.9461.71
MixupPerceptor=LanguageBind [68], Category=DG, Setting=Strong MAF2026.0461.1160.5362.7161.45
IRMPerceptor=ImageBind [15], Category=DG, Setting=Strong MAF2026.046161.163.9662.02
EQRMPerceptor=UniBind [35], Category=DG, Setting=Strong MAF2026.0460.9960.1862.4761.21
URMPerceptor=ImageBind [15], Category=DG, Setting=Strong MAF2026.0460.7163.56161.74
EQRMPerceptor=LanguageBind [68], Category=DG, Setting=Strong MAF2026.0460.5761.6263.6161.93
OGMPerceptor=LanguageBind [68], Category=MML, Setting=Strong MAF2026.0460.5262.3262.6861.84
ERMPerceptor=ImageBind [15], Category=DG, Setting=Strong MAF2026.0460.3761.1162.1761.22
IRMPerceptor=UniBind [35], Category=DG, Setting=Strong MAF2026.0460.1559.6562.8460.88
ERM++Perceptor=LanguageBind [68], Category=DG, Setting=Strong MAF2026.0460.1362.5660.461.03
MixupPerceptor=UniBind [35], Category=DG, Setting=Strong MAF2026.0460.0960.0662.8160.99
ERMPerceptor=LanguageBind [68], Category=DG, Setting=Strong MAF2026.0460.0359.8961.2160.38
SagNetPerceptor=ImageBind [15], Category=DG, Setting=Strong MAF2026.0460.0262.2262.5661.6
ConcatPerceptor=UniBind [35], Category=MML, Setting=Strong MAF2026.0459.9963.1360.3761.16
IRMPerceptor=LanguageBind [68], Category=DG, Setting=Strong MAF2026.0459.859.7363.460.98
SagNetPerceptor=UniBind [35], Category=DG, Setting=Strong MAF2026.0459.4559.4161.7360.2