Classification on Audiovision-MNIST (test)
98.22AccuracyUpperB
Evaluation Results
| Method | Links | |
|---|---|---|
| UpperBAudio rate=5%2023.07 | 98.22 | |
| UpperBAudio rate=10%2023.07 | 98.22 | |
| UpperBAudio rate=15%2023.07 | 98.22 | |
| UpperBAudio rate=20%2023.07 | 98.22 | |
| ShaSpecAudio rate=20%2023.07 | 94.67 | |
| SMILAudio rate=20%2023.07 | 94.44 | |
| ShaSpecAudio rate=15%2023.07 | 93.78 | |
| ShaSpecAudio rate=10%2023.07 | 93.56 | |
| ShaSpecAudio rate=5%2023.07 | 93.33 | |
| SMILAudio rate=15%2023.07 | 93.33 | |
| SMILAudio rate=10%2023.07 | 93.11 | |
| SMILAudio rate=5%2023.07 | 92.89 | |
| Full2missAudio rate=20%2023.07 | 92.67 | |
| LowerBAudio rate=5%2023.07 | 92.35 | |
| LowerBAudio rate=10%2023.07 | 92.35 | |
| LowerBAudio rate=15%2023.07 | 92.35 | |
| LowerBAudio rate=20%2023.07 | 92.35 | |
| Full2missAudio rate=15%2023.07 | 92.23 | |
| Full2missAudio rate=10%2023.07 | 91.11 | |
| Full2missAudio rate=5%2023.07 | 90 | |
| AutoEncoderAudio rate=5%2023.07 | 89.78 | |
| GANAudio rate=10%2023.07 | 89.78 | |
| AutoEncoderAudio rate=15%2023.07 | 89.78 | |
| GANAudio rate=20%2023.07 | 89.56 | |
| AutoEncoderAudio rate=10%2023.07 | 89.33 | |
| GANAudio rate=5%2023.07 | 89.11 | |
| AutoEncoderAudio rate=20%2023.07 | 88.89 | |
| GANAudio rate=15%2023.07 | 88.67 | |
| Multimodal LegoGFLOPs=0.0362025.12 | 77 | |
| Uniform AttentionGFLOPs=0.022025.12 | 77 | |
| CLARGAGFLOPs=0.022025.12 | 77 | |
| FuseMix2025.12 | 75 | |
| No Residual ConnectionGFLOPs=0.022025.12 | 75 | |
| No Contrastive AlignmentGFLOPs=0.022025.12 | 74 | |
| Early Fusion (Mean)GFLOPs=0.022025.12 | 73 | |
| (xo, xm)Training Modality Setup=multimodal2026.02 | 71.14 | |
| Late FusionGFLOPs=1.2142025.12 | 69 | |
| PRIMOTraining Modality Setup=multimodal2026.02 | 68.17 | |
| Early FusionGFLOPs=1.2142025.12 | 66 | |
| xoTraining Modality Setup=unimodal2026.02 | 64.23 | |
| PRIMOTraining Modality Setup=unimodal2026.02 | 63.06 |