Multi-view Classification on CUB (test)
93.5AccuracyMNPs
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MNPs2023.04 | 93.5 | — | |
| DEFusion=Early Fusion2023.04 | 93.16 | — | |
| MCD2023.04 | 92.33 | — | |
| ETP2023.04 | 92.33 | — | |
| DEFusion=Late Fusion2023.04 | 92.33 | — | |
| MGP2023.04 | 92.33 | — | |
| TMC2023.04 | 91.17 | — | |
| SNGP2023.04 | 89.5 | — | |
| MGPnoise_type=Gaussian, noise_std_range=0.01 to 10, noise_application=half of the views2022.10 | 85.48 | — | |
| DE (EF)noise_type=Gaussian, noise_std_range=0.01 to 10, noise_application=half of the views2022.10 | 76.94 | — | |
| DE (LF)noise_type=Gaussian, noise_std_range=0.01 to 10, noise_application=half of the views2022.10 | 76.16 | — | |
| MC Dropoutnoise_type=Gaussian, noise_std_range=0.01 to 10, noise_application=half of the views2022.10 | 76.08 | — | |
| TMCnoise_type=Gaussian, noise_std_range=0.01 to 10, noise_application=half of the views2022.10 | 74.19 | — | |
| NGPnoise_type=Gaussian, noise_std_range=0.01 to 10, noise_application=half of the views2022.10 | 61.27 | — | |
| DEfusion_strategy=Early Fusion (EF)2023.04 | — | 5.4 | |
| DEfusion_strategy=Late Fusion (LF)2023.04 | — | 27 | |
| DE (EF)number of models=5, fusion=early2022.10 | — | 5.4 | |
| DE (LF)number of models=5, fusion=late2022.10 | — | 27 | |
| ETP2023.04 | — | 5.1 | |
| MC Dropoutdropout rate=0.22022.10 | — | 6.9 | |
| MCD2023.04 | — | 6.9 | |
| MGP2022.10 | — | 3.8 | |
| MGP2023.04 | — | 3.8 | |
| MNPs2023.04 | — | 4.9 | |
| SNGPbackbone=GP layer2022.10 | — | 20 | |
| SNGP2023.04 | — | 20 | |
| TMC2022.10 | — | 14.1 | |
| TMC2023.04 | — | 14.1 |