Frame-level hate localization on HateMM (test)
87.8AccuracyMM-HSD
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| MM-HSDparadigm=supervised2026.02 | 87.8 | — | — | 87.4 | 85.3 | 84.9 | 85.7 | |
| HVGuardparadigm=supervised2026.02 | 85.63 | — | — | 85.97 | 84.79 | 82.28 | 80.09 | |
| CMFusionparadigm=supervised2026.02 | 82.3 | — | — | — | 86 | 81.7 | 90.8 | |
| Yue et al.paradigm=supervised2026.02 | 82.1 | — | — | — | 77.1 | 79.8 | 75.4 | |
| Wang et al.paradigm=supervised2026.02 | 82 | — | — | 82 | 80 | 80 | 79 | |
| MHCLparadigm=supervised2026.02 | 75.03 | — | — | 74.07 | 62.38 | 66.42 | 68.31 | |
| HTMMparadigm=supervised2026.02 | 74.81 | — | — | 73.53 | 67.28 | 69.54 | 65.46 | |
| LELAparadigm=zero-shot2026.02 | 71.48 | 0.7264 | 0.6756 | 70.43 | 64.84 | 81.52 | 54.81 | |
| Lin et al.paradigm=zero-shot2026.02 | 67.38 | 0.6239 | 0.5674 | 61.27 | 55.73 | 71.32 | 45.68 | |
| LAVADparadigm=zero-shot2026.02 | 57.16 | 0.5781 | 0.6163 | 58.62 | 53.19 | 57.84 | 68.27 | |
| ZS ImageBindparadigm=zero-shot2026.02 | 53.17 | 0.5237 | 0.5683 | 48.13 | 64.19 | 50.42 | 49.81 | |
| LLAVA-1.5paradigm=zero-shot2026.02 | 53.04 | 0.5327 | 0.5529 | 51.49 | 49.71 | 56.53 | 47.42 | |
| ZS-CLIPparadigm=zero-shot2026.02 | 50.19 | 0.5216 | 0.5367 | 64.55 | 56.99 | 54.25 | 52.15 |