Depth-Controlled Generation
11.295MAEControlNet +CL.
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ControlNet +CL.Optimization Strategy=closed-loop optimization2026.07 | 11.295 | 78.5 | 84.3 | 4.963 | |
| ControlNet-best15Optimization Strategy=best-of-15 variant2026.07 | 15.797 | 77.5 | 83.8 | 4.954 | |
| ControlNetOptimization Strategy=original open-loop baseline2026.07 | 16.983 | 78.1 | 84 | 4.956 | |
| ControlNext +CL.Optimization Strategy=closed-loop optimization2026.07 | 25.331 | 54.8 | 73.4 | 4.924 | |
| ControlNext-best15Optimization Strategy=best-of-15 variant2026.07 | 29.598 | 54.3 | 73.3 | 4.928 | |
| ControlNextOptimization Strategy=original open-loop baseline2026.07 | 30.544 | 54.9 | 73.3 | 4.93 |