Multimodal Sentiment Analysis on CMU-MOSI OOD (test)
872-Class AccuracyMiniCPM-o
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| MiniCPM-oTraining Dataset=SIMS, Distribution=OOD, Model Size=7B2026.03 | 87 | 32.6 | 87.1 | 0.874 | 0.756 | — | — | |
| Qwen2.5OmniTraining Dataset=SIMS, Distribution=OOD, Model Size=7B2026.03 | 85.8 | 39.6 | 85.9 | 0.857 | 0.795 | — | — | |
| PandaGPTTraining Dataset=SIMS, Distribution=OOD, Model Size=7B2026.03 | 85.3 | 20.9 | 85.4 | 1.13 | 0.67 | — | — | |
| MSA-Thinker(SIMS)Training Dataset=SIMS, Distribution=OOD, Model Size=7B2026.03 | 85 | 43.2 | 85.1 | 0.723 | 0.819 | — | — | |
| CmIR2026.04 | 84.4 | 48.5 | 84.4 | — | — | 83 | 83 | |
| MMCI2025.08 | 83.3 | 44.5 | 83.3 | — | — | 81.2 | 81.2 | |
| OlaTraining Dataset=SIMS, Distribution=OOD, Model Size=7B2026.03 | 82.7 | 35.2 | 82.8 | 0.87 | 0.728 | — | — | |
| HumanOmniTraining Dataset=SIMS, Distribution=OOD, Model Size=7B2026.03 | 82.6 | 29.2 | 82.7 | 0.974 | 0.701 | — | — | |
| GEAR2026.04 | 82.1 | — | 82.1 | — | — | 80.5 | 80.4 | |
| GEAR2025.08 | 82.1 | — | 82.1 | — | — | 80.5 | 80.4 | |
| MulDeF2026.04 | 81.5 | 42.9 | 81.6 | — | — | 79.6 | 79.7 | |
| KAN-MCP2026.04 | 81.5 | 41.8 | 81.4 | — | — | 79.3 | 79.1 | |
| MulDeF2025.08 | 81.4 | 42.9 | 81.5 | — | — | 79.8 | 79.9 | |
| ITHP2026.04 | 81.3 | 41.3 | 81.3 | — | — | 79.5 | 79.5 | |
| ITHP2025.08 | 81.3 | 41.3 | 81.3 | — | — | 79.5 | 79.5 | |
| CLUE2026.04 | 79.9 | 41.8 | 79.9 | — | — | 78.8 | 78.8 | |
| CLUE2025.08 | 79.9 | 41.8 | 79.9 | — | — | 78.8 | 78.8 | |
| Emotion-LLaMATraining Dataset=SIMS, Distribution=OOD, Model Size=7B2026.03 | 79.2 | 25.5 | 79.4 | 1.078 | 0.593 | — | — | |
| Self-MM2026.04 | 78.1 | 40.3 | 78.1 | — | — | 76.7 | 76.7 | |
| Self-MM2025.08 | 78.1 | 40.2 | 78.1 | — | — | 76.7 | 76.7 | |
| MISA2025.08 | 77.4 | 38 | 77.4 | — | — | 75.9 | 75.8 | |
| MAG-BERT2025.08 | 77.3 | 39.9 | 77.3 | — | — | 75.6 | 75.5 | |
| MulT2025.08 | 76.7 | 29.8 | 76.5 | — | — | 75 | 74.8 | |
| VideoLLaMA2Training Dataset=SIMS, Distribution=OOD, Model Size=7B2026.03 | 69.9 | 25.4 | 69.3 | 1.142 | 0.561 | — | — |