Multimodal Movie Genre Classification on MM-IMDB
93F1 Score (Micro)UL4M4
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| UL4M4Missing Modality Pattern=100-image-100-text2026.06 | 93 | — | — | — | — | |
| UL4M4Missing Modality Pattern=100-image-20-text2026.06 | 92 | — | — | — | — | |
| UL4M4Missing Modality Pattern=20-image-100-text2026.06 | 92 | — | — | — | — | |
| UL4M4Missing Modality Pattern=complex-10-45-452026.06 | 92 | — | — | — | — | |
| UL4M4Missing Modality Pattern=complex-20-40-402026.06 | 92 | — | — | — | — | |
| UL4M4Missing Modality Pattern=complex-30-35-352026.06 | 92 | — | — | — | — | |
| ARMADA - LeuclidModel=BERT-12L, Distillation type=ARMADA - Leuclid2026.03 | 66.2 | — | — | — | 48.9 | |
| ARMADA - LcosineModel=BERT-12L, Distillation type=ARMADA - Lcosine2026.03 | 65.7 | — | — | — | 49.3 | |
| ARMADA - LelementwiseModel=BERT-12L, Distillation type=ARMADA - Lelementwise2026.03 | 65.3 | — | — | — | 48 | |
| undistilledModel=BERT-12L, Distillation type=undistilled2026.03 | 64.9 | — | — | — | 48.1 | |
| SimMLMMissing Modality Pattern=100-image-100-text2026.06 | 58 | — | — | — | — | |
| ICL-CAMissing Modality Pattern=100-image-100-text2026.06 | 56 | — | — | — | — | |
| SimMLMMissing Modality Pattern=100-image-20-text2026.06 | 54 | — | — | — | — | |
| SimMLMMissing Modality Pattern=20-image-100-text2026.06 | 54 | — | — | — | — | |
| SimMLMMissing Modality Pattern=complex-30-35-352026.06 | 54 | — | — | — | — | |
| SimMLMMissing Modality Pattern=complex-10-45-452026.06 | 51 | — | — | — | — | |
| SimMLMMissing Modality Pattern=complex-20-40-402026.06 | 51 | — | — | — | — | |
| ShaSpecMissing Modality Pattern=100-image-100-text2026.06 | 49 | — | — | — | — | |
| ICL-CAMissing Modality Pattern=100-image-20-text2026.06 | 48 | — | — | — | — | |
| ICL-CAMissing Modality Pattern=complex-20-40-402026.06 | 47 | — | — | — | — | |
| M3CareMissing Modality Pattern=100-image-100-text2026.06 | 46 | — | — | — | — | |
| ICL-CAMissing Modality Pattern=complex-10-45-452026.06 | 46 | — | — | — | — | |
| ShaSpecMissing Modality Pattern=20-image-100-text2026.06 | 45 | — | — | — | — | |
| M3CareMissing Modality Pattern=complex-30-35-352026.06 | 45 | — | — | — | — | |
| ShaSpecMissing Modality Pattern=complex-30-35-352026.06 | 43 | — | — | — | — | |
| M3CareMissing Modality Pattern=20-image-100-text2026.06 | 43 | — | — | — | — | |
| M3CareMissing Modality Pattern=complex-10-45-452026.06 | 43 | — | — | — | — | |
| ICL-CAMissing Modality Pattern=20-image-100-text2026.06 | 43 | — | — | — | — | |
| ICL-CAMissing Modality Pattern=complex-30-35-352026.06 | 43 | — | — | — | — | |
| ShaSpecMissing Modality Pattern=100-image-20-text2026.06 | 39 | — | — | — | — | |
| ShaSpecMissing Modality Pattern=complex-10-45-452026.06 | 39 | — | — | — | — | |
| M3CareMissing Modality Pattern=100-image-20-text2026.06 | 39 | — | — | — | — | |
| ShaSpecMissing Modality Pattern=complex-20-40-402026.06 | 38 | — | — | — | — | |
| M3CareMissing Modality Pattern=complex-20-40-402026.06 | 37 | — | — | — | — | |
| AGSP-DSALearning Rate=0.001, Optimizer=Adam, Batch Size=64, Epochs=100, GCN Layers=3, Hidden Units=128, Dropout Rate=0.3, Chebyshev Order=3, Fusion Strategy=Semantic-aware Attention2026.01 | — | 91.8 | 88.6 | 87.1 | — | |
| DAIN2026.06 | — | 51.7 | — | — | — | |
| Early Fusion2026.01 | — | 80.1 | 77.8 | 76.5 | — | |
| Early FusionFusion=Concat.2026.06 | — | 48.5 | — | — | — | |
| Late FusionFusion=Attn.2026.06 | — | 48.7 | — | — | — | |
| MM-GNN2026.01 | — | 83.5 | 80.2 | 79 | — | |
| MMoE2026.06 | — | 49.6 | — | — | — | |
| MoE2026.06 | — | 49 | — | — | — | |
| Sparse MoE2026.06 | — | 49.8 | — | — | — |