Multi-modal Alignment and Classification on ImageBind Target label (test)
62Top-1 AccuracyWithout Mitigation
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Without MitigationInput Condition=Perturbed Reconstruction2025.11 | 62 | 90 | — | |
| Color JitterInput Condition=Perturbed Reconstruction2025.11 | 1 | 7 | — | |
| Without MitigationInput Condition=Original Image2025.11 | 0 | 1 | 0.09 | |
| Without MitigationInput Condition=Original Reconstruction2025.11 | 0 | 1 | — | |
| Without MitigationInput Condition=Perturbed Image2025.11 | 0 | 0 | 0.72 | |
| JPEGInput Condition=Original Image2025.11 | 0 | 1 | 0.09 | |
| JPEGInput Condition=Original Reconstruction2025.11 | 0 | 1 | — | |
| JPEGInput Condition=Perturbed Image2025.11 | 0 | 1 | 0.12 | |
| JPEGInput Condition=Perturbed Reconstruction2025.11 | 0 | 2 | — | |
| Gaussian BlurredInput Condition=Original Image2025.11 | 0 | 1 | 0.09 | |
| Gaussian BlurredInput Condition=Original Reconstruction2025.11 | 0 | 2 | — | |
| Gaussian BlurredInput Condition=Perturbed Image2025.11 | 0 | 0 | 0.1 | |
| Gaussian BlurredInput Condition=Perturbed Reconstruction2025.11 | 0 | 0 | — | |
| Random AffineInput Condition=Original Image2025.11 | 0 | 0 | 0.1 | |
| Random AffineInput Condition=Original Reconstruction2025.11 | 0 | 0 | — | |
| Random AffineInput Condition=Perturbed Image2025.11 | 0 | 0 | 0.12 | |
| Random AffineInput Condition=Perturbed Reconstruction2025.11 | 0 | 1 | — | |
| Color JitterInput Condition=Original Image2025.11 | 0 | 1 | 0.09 | |
| Color JitterInput Condition=Original Reconstruction2025.11 | 0 | 1 | — | |
| Color JitterInput Condition=Perturbed Image2025.11 | 0 | 0 | 0.22 | |
| Horizontal FlipInput Condition=Original Image2025.11 | 0 | 1 | 0.09 | |
| Horizontal FlipInput Condition=Original Reconstruction2025.11 | 0 | 1 | — | |
| Horizontal FlipInput Condition=Perturbed Image2025.11 | 0 | 1 | 0.2 | |
| Horizontal FlipInput Condition=Perturbed Reconstruction2025.11 | 0 | 2 | — | |
| Random PerspectiveInput Condition=Original Image2025.11 | 0 | 0 | 0.1 | |
| Random PerspectiveInput Condition=Original Reconstruction2025.11 | 0 | 1 | — | |
| Random PerspectiveInput Condition=Perturbed Image2025.11 | 0 | 0 | 0.12 | |
| Random PerspectiveInput Condition=Perturbed Reconstruction2025.11 | 0 | 2 | — | |
| VAE + SamplingInput Condition=Original Image2025.11 | 0 | 1 | 0.08 | |
| VAE + SamplingInput Condition=Original Reconstruction2025.11 | 0 | 2 | — | |
| VAE + SamplingInput Condition=Perturbed Image2025.11 | 0 | 1 | 0.12 | |
| VAE + SamplingInput Condition=Perturbed Reconstruction2025.11 | 0 | 2 | — |