Locating on CUVA instructions 1.0 (test)
94.53mAP@tIoU=0.1UPRM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| UPRMVBE=removed2026.02 | 94.53 | 85.07 | 76.12 | 85.24 | |
| PandaGPT2026.02 | 93.53 | 81.59 | 70.15 | 81.76 | |
| UPRMORE=removed2026.02 | 93.53 | 84.08 | 74.13 | 83.91 | |
| UPRMfull_model=true2026.02 | 93.03 | 86.07 | 78.11 | 86.24 | |
| Hawkeye2026.02 | 92.17 | 83.37 | 70.03 | 81.85 | |
| Valley2026.02 | 92.04 | 67.66 | 14.43 | 58.04 | |
| Omni-SILA2026.02 | 91.7 | 80.35 | 69.32 | 80.4 | |
| Holmes2026.02 | 90.57 | 81.63 | 67.34 | 79.85 | |
| Video Chat2026.02 | 90.55 | 78.61 | 58.71 | 75.95 | |
| Video-LLaVA2026.02 | 90.05 | 72.64 | 58.21 | 73.63 | |
| mPLUG-Owl2026.02 | 89.55 | 67.66 | 48.76 | 68.66 | |
| UPRMUPE=removed2026.02 | 89.13 | 73.03 | 63.38 | 75.18 | |
| UPRMPre-tuning=removed2026.02 | 89.05 | 76.62 | 62.19 | 75.95 | |
| Chat-UniVi2026.02 | 88.51 | 78.11 | 39.3 | 68.64 | |
| UPRMPTR=removed2026.02 | 88.5 | 82.04 | 71.08 | 80.54 | |
| UPRMHPE=removed2026.02 | 88.13 | 82.54 | 66.67 | 79.11 |