Short-horizon Ego-Centric Spatiotemporal Reasoning on Dual-Level Evaluation Framework Short level
97.3Acc (Frame Interval 5)HUMAN PERCEPTION
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| HUMAN PERCEPTIONcategory=Human2026.04 | 97.3 | 97.3 | 98.2 | 99.1 | 99.1 | 100 | 100 | 100 | 98.9 | |
| EGOTSR-TAGCurriculum Stage=Tag, Backbone=Qwen-VL-7B2026.04 | 82.4 | 84.8 | 86.2 | 87.1 | 87.7 | 88.6 | 88.6 | 88.7 | 86.8 | |
| EGOTSR-LONGTAGCurriculum Stage=LongTag, Backbone=Qwen-VL-7B2026.04 | 80.8 | 86.3 | 89.7 | 88.8 | 89.8 | 87.2 | 89 | 88.2 | 87.5 | |
| GEMINI-2.5-PROcategory=CLOSE-SOURCE2026.04 | 71.3 | 75 | 72.8 | 75 | 77.2 | 80.9 | 89.7 | 100 | 80.2 | |
| GPT-4Ocategory=CLOSE-SOURCE2026.04 | 71.1 | 71.7 | 76.7 | 77.8 | 79.2 | 79.2 | 79.2 | 79.2 | 76.8 | |
| GPT-O4MINIcategory=CLOSE-SOURCE2026.04 | 70 | 70.3 | 72.8 | 67.7 | 60 | 67.5 | 67.7 | 70.3 | 68.3 | |
| EGOTSR-COTCurriculum Stage=CoT, Backbone=Qwen-VL-7B2026.04 | 68.3 | 70.2 | 72.2 | 73.7 | 74.5 | 75.6 | 76.7 | 77.8 | 73.6 | |
| GPT-O3category=CLOSE-SOURCE2026.04 | 67.2 | 61.4 | 59.6 | 61.6 | 59.6 | 64 | 62 | 66.6 | 62.8 | |
| SEED-1.6category=CLOSE-SOURCE2026.04 | 66.2 | 66.8 | 70.6 | 73.3 | 83.2 | 82.9 | 86.8 | 98.3 | 78.5 | |
| DEEPSEEK-VL2category=OPEN-SOURCE (2D)2026.04 | 64.4 | 66.9 | 65.2 | 67.8 | 67 | 69.1 | 77.4 | 81 | 69.9 | |
| DOUBAO-1.5-PROcategory=CLOSE-SOURCE2026.04 | 64 | 76 | 56 | 46 | 56.9 | 86 | 90 | 96 | 71.4 | |
| LLAVA-ONEVIScategory=OPEN-SOURCE (2D)2026.04 | 54.8 | 55.4 | 53.5 | 49.8 | 52.1 | 50.6 | 52.7 | 50.4 | 52.5 | |
| QWEN2.5-VL-7Bcategory=OPEN-SOURCE (2D)2026.04 | 53.1 | 55.4 | 55 | 57.3 | 55.2 | 56.1 | 56 | 56.5 | 55.6 | |
| QWEN2.5-VL-3Bcategory=OPEN-SOURCE (2D)2026.04 | 51.3 | 54.2 | 57.1 | 58.8 | 54.5 | 59.6 | 59.6 | 66.7 | 57.7 | |
| VIDEO-3D LLMcategory=OPEN-SOURCE (3D)2026.04 | 50 | 50.2 | 50.7 | 51.1 | 49.4 | 50.4 | 51.1 | 49.3 | 50.3 | |
| INTERNVL-8Bcategory=OPEN-SOURCE (2D)2026.04 | 47.7 | 50.6 | 49.4 | 47.9 | 47.1 | 48.7 | 48.9 | 51 | 48.9 | |
| NVILA-8Bcategory=OPEN-SOURCE (2D)2026.04 | 46.5 | 52 | 46 | 56.1 | 50 | 50 | 47.5 | 55 | 50.4 | |
| PALIGEMMAcategory=OPEN-SOURCE (2D)2026.04 | 43.8 | 45.1 | 44.2 | 45.7 | 42.3 | 43.6 | 42.5 | 46.1 | 44.2 | |
| 3D-LLAVAcategory=OPEN-SOURCE (3D)2026.04 | 43.2 | 46.1 | 46.4 | 47.9 | 49.6 | 48.8 | 48 | 47.9 | 47.2 | |
| LL3DAcategory=OPEN-SOURCE (3D)2026.04 | 36 | 33.9 | 32.9 | 34.5 | 36.9 | 33.3 | 39.6 | 36 | 35.4 | |
| CHAT-SCENEcategory=OPEN-SOURCE (3D)2026.04 | 30.8 | 32.5 | 40.7 | 49 | 41.6 | 45.3 | 43.3 | 51 | 41.8 | |
| 3D-LLMcategory=OPEN-SOURCE (3D)2026.04 | 27 | 28 | 30.5 | 30.3 | 33.9 | 32.5 | 36.8 | 37.7 | 32.1 |