3D Appearance Preference Evaluation on Synthetic Preference Evaluation Dataset Appearance
89AccuracyGen3DEval (CLIP + DinoV2)
Evaluation Results
| Method | Links | |
|---|---|---|
| Gen3DEval (CLIP + DinoV2)backbone=CLIP + DinoV22025.04 | 89 | |
| Gen3DEval (CLIP + Fit3D)backbone=CLIP + Fit3D2025.04 | 88 | |
| Gen3DEval w/ DinoV2backbone=DinoV22025.04 | 87 | |
| Gen3DEval (CLIP)backbone=CLIP2025.04 | 85 | |
| Gen3DEval w/ Fit3Dbackbone=Fit3D2025.04 | 80 | |
| Image Reward Score2025.04 | 60 | |
| LLaVA-Llama3-8b2025.04 | 50 | |
| GPT-4omulti-image support=false2025.04 | 48 | |
| Phi-3.5-Vision2025.04 | 47 | |
| LLaVA-Qwen-7B2025.04 | 46 | |
| CLIP Score2025.04 | 40 | |
| BLIPmulti-image support=false2025.04 | 28 | |
| PickScore2025.04 | 25 | |
| Llama3.2-Vision-11Bmulti-image support=false2025.04 | 4 | |
| PaliGemmamulti-image support=false2025.04 | 2 |