3D Surface Preference Evaluation on Synthetic Preference Evaluation Dataset Surface
99AccuracyGen3DEval (CLIP)
Evaluation results
| Method | Links | |
|---|---|---|
| Gen3DEval (CLIP)backbone=CLIP2025.04 | 99 | |
| Gen3DEval (CLIP + DinoV2)backbone=CLIP + DinoV22025.04 | 99 | |
| Gen3DEval (CLIP + Fit3D)backbone=CLIP + Fit3D2025.04 | 97 | |
| Gen3DEval w/ DinoV2backbone=DinoV22025.04 | 97 | |
| Gen3DEval w/ Fit3Dbackbone=Fit3D2025.04 | 89 | |
| Image Reward Score2025.04 | 70 | |
| GPT-4omulti-image support=false2025.04 | 54 | |
| LLaVA-Qwen-7B2025.04 | 51 | |
| Phi-3.5-Vision2025.04 | 49 | |
| LLaVA-Llama3-8b2025.04 | 47 | |
| CLIP Score2025.04 | 30 | |
| PickScore2025.04 | 26 | |
| PaliGemmamulti-image support=false2025.04 | 25 | |
| Llama3.2-Vision-11Bmulti-image support=false2025.04 | 10 | |
| BLIPmulti-image support=false2025.04 | 7 |