Multi-modal Alignment and Classification on ImageBind Original label (test)
85Top-1 AccuracyWithout Mitigation
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Without MitigationInput Condition=Original Image2025.11 | 85 | 99 | 1 | |
| JPEGInput Condition=Original Image2025.11 | 84 | 98 | 0.91 | |
| Horizontal FlipInput Condition=Original Image2025.11 | 84 | 99 | 0.9 | |
| VAE + SamplingInput Condition=Original Image2025.11 | 84 | 98 | 0.93 | |
| Random AffineInput Condition=Original Image2025.11 | 83 | 96 | 0.84 | |
| Color JitterInput Condition=Original Image2025.11 | 83 | 99 | 0.88 | |
| Random AffineInput Condition=Perturbed Image2025.11 | 81 | 96 | 0.78 | |
| JPEGInput Condition=Perturbed Image2025.11 | 79 | 93 | 0.78 | |
| VAE + SamplingInput Condition=Perturbed Image2025.11 | 78 | 96 | 0.82 | |
| Without MitigationInput Condition=Perturbed Image2025.11 | 77 | 95 | 0.11 | |
| Horizontal FlipInput Condition=Perturbed Image2025.11 | 77 | 96 | 0.66 | |
| Color JitterInput Condition=Perturbed Image2025.11 | 76 | 95 | 0.6 | |
| Random PerspectiveInput Condition=Perturbed Image2025.11 | 74 | 89 | 0.73 | |
| Random PerspectiveInput Condition=Original Image2025.11 | 72 | 94 | 0.8 | |
| Gaussian BlurredInput Condition=Original Image2025.11 | 70 | 89 | 0.77 | |
| Gaussian BlurredInput Condition=Perturbed Image2025.11 | 65 | 87 | 0.74 | |
| VAE + SamplingInput Condition=Original Reconstruction2025.11 | 46 | 73 | — | |
| Horizontal FlipInput Condition=Original Reconstruction2025.11 | 45 | 66 | — | |
| VAE + SamplingInput Condition=Perturbed Reconstruction2025.11 | 43 | 68 | — | |
| Without MitigationInput Condition=Original Reconstruction2025.11 | 42 | 66 | — | |
| JPEGInput Condition=Original Reconstruction2025.11 | 37 | 55 | — | |
| Random AffineInput Condition=Original Reconstruction2025.11 | 36 | 61 | — | |
| Color JitterInput Condition=Original Reconstruction2025.11 | 35 | 60 | — | |
| Random AffineInput Condition=Perturbed Reconstruction2025.11 | 32 | 56 | — | |
| Gaussian BlurredInput Condition=Original Reconstruction2025.11 | 29 | 50 | — | |
| Gaussian BlurredInput Condition=Perturbed Reconstruction2025.11 | 26 | 53 | — | |
| Random PerspectiveInput Condition=Original Reconstruction2025.11 | 26 | 54 | — | |
| JPEGInput Condition=Perturbed Reconstruction2025.11 | 25 | 50 | — | |
| Random PerspectiveInput Condition=Perturbed Reconstruction2025.11 | 25 | 52 | — | |
| Horizontal FlipInput Condition=Perturbed Reconstruction2025.11 | 17 | 39 | — | |
| Color JitterInput Condition=Perturbed Reconstruction2025.11 | 12 | 31 | — | |
| Without MitigationInput Condition=Perturbed Reconstruction2025.11 | 0 | 0 | — |