Cross-Modal Reasoning on Visual Properties on GeoProperties-3DS
40.4BER@8Poly+ZO+MI + GH-LED_ar
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Poly+ZO+MI + GH-LED_arVLM Backbone=Video-LLaMA-13B2025.12 | 40.4 | -21 | |
| Poly+ZO+MI + GO-LED-OL_arVLM Backbone=Video-LLaMA-13B2025.12 | 41.3 | -18.9 | |
| Poly+ZO+MI + GH-LED_arVLM Backbone=Chat-UniVi-13B2025.12 | 42.2 | -20.4 | |
| Poly+ZO+MI + GO-LED-OL_arVLM Backbone=Chat-UniVi-13B2025.12 | 43.1 | -18.4 | |
| Poly+ZO+MI + GH-LEDVLM Backbone=Video-LLaMA-13B2025.12 | 47.7 | -14 | |
| Poly+ZO+MI + GO-LED-OLVLM Backbone=Video-LLaMA-13B2025.12 | 48.4 | -13.9 | |
| Poly+ZO+MI + GH-LEDVLM Backbone=Chat-UniVi-13B2025.12 | 49.2 | -13 | |
| Poly+ZO+MI + GO-LED-OLVLM Backbone=Chat-UniVi-13B2025.12 | 50.3 | -12.7 | |
| Poly+ZO+MIVLM Backbone=Video-LLaMA-13B2025.12 | 53.8 | -7.1 | |
| Extended KalmanVLM Backbone=Video-LLaMA-13B2025.12 | 54.5 | -6.5 | |
| Poly+ZO+MIVLM Backbone=Chat-UniVi-13B2025.12 | 54.7 | -7 | |
| RBF NetworkVLM Backbone=Video-LLaMA-13B2025.12 | 55.1 | -5.8 | |
| Extended KalmanVLM Backbone=Chat-UniVi-13B2025.12 | 55.5 | -6.1 | |
| Linear+SGDVLM Backbone=Video-LLaMA-13B2025.12 | 55.8 | -6 | |
| Linear+SGDVLM Backbone=Chat-UniVi-13B2025.12 | 56.1 | -6.7 | |
| PIDVLM Backbone=Video-LLaMA-13B2025.12 | 57.2 | -4.6 | |
| RBF NetworkVLM Backbone=Chat-UniVi-13B2025.12 | 57.3 | -5.3 | |
| PIDVLM Backbone=Chat-UniVi-13B2025.12 | 58.5 | -3.6 | |
| VLM (no control)VLM Backbone=Video-LLaMA-13B2025.12 | 59.8 | -1.3 | |
| VLM (no control)VLM Backbone=Chat-UniVi-13B2025.12 | 61.3 | -1.7 |