Blended Emotion Recognition on BLEMORE (test)
45ACCPRank-Aware Selective Fusion
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Rank-Aware Selective FusionEncoder Setting=HiCMAE + 22 video + 13 audio encoders, UDA=true, Top-n=false2026.05 | 45 | 16.5 | 30.7 | |
| Rank-Aware Selective FusionEncoder Setting=HiCMAE + 22 video + 13 audio encoders, UDA=false, Top-n=false2026.05 | 42.8 | 16.8 | 29.8 | |
| Rank-Aware Selective FusionEncoder Setting=HiCMAE + 22 video + 13 audio encoders, UDA=true, Top-n=true2026.05 | 42.3 | 20.1 | 31.2 | |
| 12-enc + Geminiensemble_size=12, LMM=Gemini 2.02026.03 | 39.1 | 16.8 | 27.9 | |
| 9-encoder ensembleensemble_size=92026.03 | 35.7 | 16.8 | 26.2 | |
| VideoMAEv2 + HuBERT2026.03 | 33.2 | 11.4 | 22.3 | |
| ImageBind + WavLM2026.03 | 32.7 | 11.4 | 22.1 | |
| S4D + Wav2Vec22026.03 | 32.7 | 15.9 | 24.3 | |
| ImageBind + WavLM2026.05 | 32.7 | 11.4 | 22.1 | |
| HiCMAE2026.03 | 26.8 | 18 | 22.4 | |
| HiCMAE2026.05 | 26.8 | 18 | 22.4 | |
| ImageBind2026.05 | 26.1 | 8.7 | 17.4 | |
| Trivial baseline (single emotion)2026.05 | 7.4 | 0 | 3.7 | |
| Trivial baseline (blend)2026.05 | 5.6 | 3.3 | 4.4 |