UI design preference prediction on UIClip/BetterApp
79.28Overall AccuracyPERCEPTUI
Evaluation results
| Method | Links | |
|---|---|---|
| PERCEPTUISetting=-2026.06 | 79.28 | |
| PERCEPTUISetting=w/o RPE2026.06 | 76.89 | |
| UIClipSetting=JitterWeb + Web Pairs2026.06 | 75.12 | |
| UIClipSetting=JitterWeb + Web Pairs + Human2026.06 | 73.88 | |
| UIClipSetting=CLIP pre-train only2026.06 | 65.42 | |
| GPT-5Setting=Zero-shot2026.06 | 55.36 | |
| Claude Opus 4.6Setting=Zero-shot2026.06 | 53.71 | |
| GPT-4VSetting=Zero-shot2026.06 | 51.58 | |
| PERCEPTUISetting=w/o CR2026.06 | 39.55 | |
| LLaVA-1.6-13BSetting=Zero-shot2026.06 | 33.2 |