Frame-level hate localization on MHC (test)
0.82AccuracyWang et al.
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Wang et al.Protocol=Supervised2026.02 | 0.82 | — | — | 0.81 | 0.76 | 0.87 | 0.68 | |
| HVGuardProtocol=Supervised2026.02 | 0.809 | — | — | 0.6646 | 0.4556 | 0.4722 | 0.5 | |
| Yue et al.Protocol=Supervised2026.02 | 0.78 | — | — | — | 0.77 | 0.8 | 0.77 | |
| MHCLProtocol=Supervised2026.02 | 0.7498 | — | — | 0.7317 | 0.6153 | 0.675 | 0.6783 | |
| LELAProtocol=Zero-shot2026.02 | 0.7124 | 0.7227 | 0.6733 | 0.6923 | 0.6568 | 0.8217 | 0.5387 | |
| HTMMProtocol=Supervised2026.02 | 0.6861 | — | — | 0.7456 | 0.6817 | 0.6875 | 0.6597 | |
| Lin et al.Protocol=Zero-shot2026.02 | 0.6174 | 0.6147 | 0.5626 | 0.5849 | 0.5637 | 0.7233 | 0.4813 | |
| LAVADProtocol=Zero-shot2026.02 | 0.5833 | 0.5865 | 0.6302 | 0.5799 | 0.5344 | 0.5671 | 0.6926 | |
| ZS ImageBindProtocol=Zero-shot2026.02 | 0.5391 | 0.5135 | 0.5753 | 0.4756 | 0.6392 | 0.5074 | 0.5014 | |
| LLAVA-1.5Protocol=Zero-shot2026.02 | 0.5342 | 0.5319 | 0.5438 | 0.5062 | 0.4974 | 0.5766 | 0.4694 | |
| ZS-CLIPProtocol=Zero-shot2026.02 | 0.5021 | 0.5181 | 0.5449 | 0.6395 | 0.5794 | 0.5371 | 0.5289 |