Future Action Prediction on ProAct-75 1.0
3.9EDProAct-Helper
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ProAct-HelperVariant=HBM, Backbone=Qwen2.5-VL-7B-Instruct2026.02 | 3.9 | 36.1 | 1,941 | |
| ProAct-HelperVariant=HBM2026.02 | 3.96 | 36.6 | 1,744 | |
| ProAct-HelperVariant=plain2026.02 | 3.99 | 33.3 | 1,715 | |
| ProAct-HelperVariant=plain, Backbone=Qwen2.5-VL-7B-Instruct2026.02 | 3.99 | 35 | 1,872 | |
| Qwen3-Omni-30BCategory=Open-Source MLLMs2026.02 | 4.64 | 7.8 | 609 | |
| GPT-4oCategory=Closed-Source MLLMs2026.02 | 4.64 | 2.6 | 77 | |
| Gemini-2.5-FlashCategory=Closed-Source MLLMs2026.02 | 4.7 | 6.2 | 255 | |
| Gemini-2.5-ProCategory=Closed-Source MLLMs2026.02 | 4.7 | 12 | 383 | |
| Qwen3-VL-PlusCategory=Closed-Source MLLMs2026.02 | 4.71 | 4.5 | 310 | |
| Qwen2.5-VL-32B-InstructCategory=Open-Source MLLMs2026.02 | 4.72 | 3.8 | 371 | |
| Qwen2.5-VL-3B-InstructCategory=Open-Source MLLMs2026.02 | 4.74 | 3.4 | 423 | |
| Qwen3-VL-FlashCategory=Closed-Source MLLMs2026.02 | 4.76 | 4.6 | 246 | |
| Qwen3-VL-30B-A3B-InstructCategory=Open-Source MLLMs2026.02 | 4.77 | 1.3 | 9 |