Generation Quality on PointBench
94.44Success Rate (%)Point2Insert
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Point2InsertMLLM Evaluator=Gemini3Pro2026.02 | 94.44 | 3.69 | 3.57 | |
| Point2InsertMLLM Evaluator=GPT5.22026.02 | 91.11 | 2.52 | 2.83 | |
| Video PainterMLLM Evaluator=GPT5.22026.02 | 82.02 | 2.01 | 2.31 | |
| Video PainterMLLM Evaluator=Gemini3Pro2026.02 | 76.4 | 2.64 | 2.14 | |
| SenoritaMLLM Evaluator=GPT5.22026.02 | 56.18 | 1.68 | 2.04 | |
| SenoritaMLLM Evaluator=Gemini3Pro2026.02 | 56.18 | 2.23 | 1.9 | |
| UniVideoMLLM Evaluator=GPT5.22026.02 | 36.67 | 1.8 | 1.97 | |
| DittoMLLM Evaluator=GPT5.22026.02 | 35.56 | 1.8 | 2.03 | |
| LucyMLLM Evaluator=GPT5.22026.02 | 28.89 | 1.42 | 1.55 | |
| DittoMLLM Evaluator=Gemini3Pro2026.02 | 25.56 | 1.69 | 1.45 | |
| UniVideoMLLM Evaluator=Gemini3Pro2026.02 | 24.44 | 1.87 | 1.77 | |
| LucyMLLM Evaluator=Gemini3Pro2026.02 | 21.11 | 1.5 | 1.45 | |
| ICVEMLLM Evaluator=GPT5.22026.02 | 20 | 1.39 | 1.57 | |
| ICVEMLLM Evaluator=Gemini3Pro2026.02 | 20 | 1.61 | 1.58 | |
| VaceMLLM Evaluator=Gemini3Pro2026.02 | 20 | 1.42 | 1.5 | |
| VaceMLLM Evaluator=GPT5.22026.02 | 18.89 | 1.34 | 1.59 | |
| VideoCofMLLM Evaluator=GPT5.22026.02 | 10 | 1.14 | 1.32 | |
| VideoCofMLLM Evaluator=Gemini3Pro2026.02 | 7.78 | 1.14 | 1.14 |