Image Editing on PIE-Bench
36.02PSNR
Follow-Your-Shape
Updated 9d ago
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2025.08 | 36.02 | - | 8.34 | - | - | - | - | 33.51 | - | 6.55 | - | - | - | |
2025.08 | 35.62 | - | 9.74 | - | - | - | - | 32.47 | - | 6.49 | - | - | - | |
2025.08 | 34.91 | - | 14.62 | - | - | - | - | 28.79 | - | 6.47 | - | - | - | |
2025.08 | 33.45 | - | 13.72 | - | - | - | - | 28.14 | - | 6.47 | - | - | - | |
2025.08 | 32.76 | - | 17.43 | - | - | - | - | 26.59 | - | 6.33 | - | - | - | |
2025.08 | 32.68 | - | 16.42 | - | - | - | - | 28.93 | - | 6.37 | - | - | - | |
2026.04 | 32.09 | 7.64 | 38.47 | 23.57 | 90.21 | 29.78 | 27.57 | - | - | - | - | - | - | |
2025.08 | 31.97 | - | 15.34 | - | - | - | - | 29.67 | - | 6.49 | - | - | - | |
2026.04 | 31.21 | 7.78 | 40.55 | 26.47 | 89.67 | 29.44 | 26.62 | - | - | - | - | - | - | |
2025.12 | 30.08 | 9.22 | - | - | 90.87 | 25.78 | 22.3 | - | - | - | - | - | - | |
2026.04 | 29.92 | 10.33 | 37.92 | 26.95 | 90.12 | 28.55 | 27.52 | - | - | - | - | - | - | |
2026.03 | 29.89 | - | 47.01 | 42.66 | 87.5 | 27.42 | 24.66 | - | - | - | - | - | - | |
2026.04 | 29.63 | 12.57 | 35.27 | 24.57 | 87.4 | 26.06 | 22.73 | - | - | - | - | - | - | |
2026.04 | 29.57 | 13.44 | 40.03 | 29.66 | 88.13 | 27.31 | 24.69 | - | - | - | - | - | - | |
2025.12 | 29.54 | 10.14 | - | - | 90.42 | 25.8 | 22.33 | - | - | - | - | - | - | |
2026.04 | 29.04 | 8.47 | 43.44 | 35.47 | 86.66 | 28.21 | 23.92 | - | - | - | - | - | - | |
2026.04 | 29.03 | 9.67 | 43.11 | 36.67 | 87.44 | 27.05 | 23.09 | - | - | - | - | - | - | |
2026.03 | 28.92 | - | 67.25 | 54.92 | 87.29 | 26.77 | 23.58 | - | - | - | - | - | - | |
2026.04 | 28.78 | 13.12 | 42.67 | 37.88 | 87.19 | 26.57 | 24.51 | - | - | - | - | - | - | |
2024.10 | 28.75 | 11.9 | 43.07 | 28.85 | 85.95 | 25.43 | - | - | - | - | - | - | - | |
2026.04 | 28.63 | 13.87 | 39.8 | 33.19 | 86.28 | 25.84 | 22.44 | - | - | - | - | - | - | |
2024.10 | 28.51 | 13.78 | 47.58 | 32.09 | 85.66 | 25.03 | - | - | - | - | - | - | - | |
2025.12 | 28.51 | 13.78 | - | - | 85.66 | 25.03 | 22.22 | - | - | - | - | - | - | |
2026.03 | 28.46 | - | 92.3 | 58.22 | 85.88 | 26.09 | 22.42 | - | - | - | - | - | - | |
2026.04 | 28.45 | 8.39 | 38.27 | 25.63 | 85.87 | 25.04 | 21.64 | - | - | - | - | - | - | |
2026.02 | 28.33 | - | - | - | 91.67 | 25.71 | 22.65 | - | - | - | 47.52 | 59.32 | 90.17 | |
2026.04 | 28.33 | 11.56 | 43.57 | 37.48 | 86.23 | 26.43 | 23.03 | - | - | - | - | - | - | |
2024.10 | 28.31 | 12.5 | 44.88 | 31.27 | 85.69 | 25.54 | - | - | - | - | - | - | - | |
2024.10 | 28.27 | 12.65 | 45.67 | 30.29 | 85.65 | 25.91 | - | - | - | - | - | - | - | |
2024.10 | 28.12 | 14.16 | 45.62 | 33.56 | 85.61 | 25.51 | - | - | - | - | - | - | - | |
2026.03 | 28.1 | - | - | - | 82.2 | - | - | 30.49 | - | - | - | - | - | |
2026.03 | 27.96 | - | 44.39 | 34.94 | 86.44 | 26.28 | 22.82 | - | - | - | - | - | - | |
2026.04 | 27.96 | 17.14 | 44.39 | 34.94 | 86.44 | 26.28 | 22.82 | - | - | - | - | - | - | |
2026.04 | 27.72 | 9.58 | 44.98 | 30.02 | 85.01 | 24.94 | 21.57 | - | - | - | - | - | - | |
2026.02 | 27.59 | - | - | - | 90.37 | 25.76 | 22.7 | - | - | - | 52.46 | 64.87 | 90.9 | |
2024.10 | 27.54 | 13.15 | 51.44 | 35.07 | 84.98 | 25.19 | - | - | - | - | - | - | - | |
2024.11 | 27.49 | - | 56.67 | - | - | 25.84 | 22.34 | - | - | - | - | - | - | |
2026.04 | 27.49 | 8.39 | 44.38 | 29.79 | 85.61 | 25.87 | 22.14 | - | - | - | - | - | - | |
2026.01 | 27.25 | - | 0.05 | - | 85.3 | 25.99 | - | - | - | - | - | - | - | |
2026.04 | 27.25 | 11.6 | 49.25 | 32.87 | 84.86 | 25.83 | 22.39 | - | - | - | - | - | - | |
2023.10 | 27.22 | 11.65 | 54.55 | 32.86 | 84.76 | 25.02 | 22.1 | - | - | - | - | - | - | |
2025.01 | 27.22 | 11.65 | 54.55 | 32.86 | 84.76 | 25.02 | 22.1 | - | - | - | - | - | - | |
2025.01 | 27.22 | 11.65 | 54.55 | 32.86 | 84.76 | 25.02 | 22.1 | - | - | - | - | - | - | |
2024.11 | 27.22 | - | 54.55 | - | - | 25.02 | 22.1 | - | - | - | - | - | - | |
2026.01 | 27.22 | - | 0.0545 | - | 84.76 | 25.02 | - | - | - | - | - | - | - | |
2026.03 | 27.22 | - | 49.25 | 32.87 | 84.86 | 25.83 | 22.39 | - | - | - | - | - | - | |
2024.10 | 27.19 | 11.64 | 54.44 | 33.15 | 84.71 | 25.03 | - | - | - | - | - | - | - | |
2024.10 | 27.05 | 14.52 | 50.72 | 37.48 | 84.97 | 25.36 | - | - | - | - | - | - | - | |
2023.10 | 27.03 | 13.44 | 60.67 | 35.86 | 84.11 | 24.75 | 21.86 | - | - | - | - | - | - | |
2025.01 | 27.03 | 13.44 | 60.67 | 35.86 | 84.11 | 24.75 | 21.86 | - | - | - | - | - | - | |
2025.01 | 27.03 | 13.44 | 60.67 | 35.86 | 84.11 | 24.75 | 21.86 | - | - | - | - | - | - | |
2024.11 | 27.03 | 13.44 | 60.67 | 35.86 | 84.11 | 24.75 | 21.86 | - | - | - | - | - | - | |
2024.11 | 27.03 | - | 60.67 | - | - | 24.75 | 21.86 | - | - | - | - | - | - | |
2025.09 | 27.03 | - | 60.67 | 35.86 | 84.11 | 24.75 | 21.86 | - | - | - | - | - | - | |
2026.03 | 27.03 | - | 60.67 | 35.86 | 84.11 | 23.61 | 21.64 | - | - | - | - | - | - | |
2025.01 | 26.85 | 26.81 | 66.67 | 171.11 | 83.37 | 23.89 | 20.84 | - | - | - | - | - | - | |
2026.04 | 26.75 | 16.19 | 50.79 | 42.33 | 84.71 | 25.68 | 22.27 | - | - | - | - | - | - | |
| 26.62 | 18.17 | 80.55 | 40.24 | 91.5 | 25.74 | 22.27 | - | - | - | - | - | - | ||
2026.03 | 26.62 | - | 80.55 | 40.24 | 91.5 | 25.74 | 22.27 | - | - | - | - | - | - | |
2024.11 | 26.31 | 24.7 | 87.94 | 75.19 | 81.33 | 23.67 | 21.86 | - | - | - | - | - | - | |
2023.10 | 26.21 | 16.17 | 69.01 | 39.73 | 83.4 | 24.61 | 21.87 | - | - | - | - | - | - | |
2023.10 | 26.05 | 11.65 | 66.1 | 38.63 | 83.42 | 24.78 | 21.72 | - | - | - | - | - | - | |
2026.04 | 26.04 | 15.11 | 69.54 | 55.12 | 84.27 | 26.09 | 23.35 | - | - | - | - | - | - | |
| 25.98 | 0.017 | 0.097 | 0.004 | 81.9 | 25.41 | 22.37 | - | - | - | - | - | - | ||
2026.03 | 25.51 | - | 76.95 | 58.48 | 84.63 | 25.49 | 21.82 | - | - | - | - | - | - | |
2026.03 | 25.5 | 0.028 | 0.053 | 0.004 | 87.9 | 25.28 | 22 | - | - | - | - | - | - | |
2025.09 | 25.33 | - | 62.25 | 4.28 | 83.32 | 25.51 | 22.29 | - | - | - | - | - | - | |
2025.09 | 25.28 | - | 62.43 | 4.33 | 83.02 | 25.58 | 22.32 | - | - | - | - | - | - | |
2026.02 | 25.05 | - | - | - | 87.69 | 25.64 | 22.59 | - | - | - | 65.29 | 75.99 | 112.1 | |
2025.12 | 24.82 | 24.27 | - | - | 85.87 | 27.08 | 23.64 | - | - | - | - | - | - | |
2025.12 | 24.78 | 27.51 | - | - | 85.19 | 26.28 | 23.24 | - | - | - | - | - | - | |
2025.12 | 24.77 | 27.82 | - | - | 84.78 | 26.28 | 23.25 | - | - | - | - | - | - | |
2024.10 | 24.67 | 23.15 | 80.79 | 118.56 | 81.55 | 25.01 | - | - | - | - | - | - | - | |
2026.04 | 24.59 | 18.57 | 77.53 | 58.48 | 82.64 | 25.7 | 22.3 | - | - | - | - | - | - | |
2025.12 | 24.55 | - | - | - | 81.57 | 23.97 | 21.03 | - | - | - | - | - | - | |
2025.12 | 24.1 | 26.85 | - | - | 84.86 | 26.97 | 23.51 | - | - | - | - | - | - | |
2026.03 | 24.1 | - | - | - | 84.86 | - | - | 26.97 | - | - | - | - | - | |
2026.01 | 23.54 | - | 0.084 | - | 82.88 | 26.89 | - | - | - | - | - | - | - | |
2026.03 | 23.33 | - | 91.04 | 66.58 | 81.05 | 25.16 | 21.25 | - | - | - | - | - | - | |
2025.09 | 23.31 | - | 71.54 | 6.18 | 82.25 | 25.56 | 21.91 | - | - | - | - | - | - | |
2025.12 | 23.28 | 28.3 | - | - | 82.82 | 25.98 | 22.94 | - | - | - | - | - | - | |
2026.03 | 23.24 | - | 112.6 | 67.32 | 83.69 | 28.9 | 23.66 | - | - | - | - | - | - | |
2026.01 | 23.18 | - | 0.0855 | - | 82.18 | 26.85 | - | - | - | - | - | - | - | |
2026.03 | 23.03 | - | - | - | 82.49 | 26.02 | 22.81 | - | - | - | - | - | - | |
2026.03 | 23.02 | 0.036 | 0.082 | 0.007 | 84.2 | 25.98 | 22.81 | - | - | - | - | - | - | |
2025.12 | 22.9 | 31.1 | - | - | 81.9 | 26 | 22.88 | - | - | - | - | - | - | |
2026.03 | 22.9 | - | - | - | 81.9 | - | - | 26 | - | - | - | - | - | |
2024.10 | 22.78 | 24.47 | 87.38 | 79.91 | 81.36 | 24.42 | - | - | - | - | - | - | - | |
2025.08 | 22.74 | - | 97.65 | - | - | - | - | 23.87 | - | 6.03 | - | - | - | |
2025.08 | 22.69 | - | 108.43 | - | - | - | - | 24.62 | - | 5.94 | - | - | - | |
2023.10 | 22.64 | 24.7 | 87.94 | 81.09 | 81.33 | 24.38 | 21.35 | - | - | - | - | - | - | |
2024.10 | 22.64 | 24.29 | 106.06 | 80.45 | 79.68 | 25.41 | - | - | - | - | - | - | - | |
2024.11 | 22.64 | 24.7 | 88.79 | 81.09 | 80.76 | 24.38 | 21.35 | - | - | - | - | - | - | |
2025.09 | 22.64 | - | 87.94 | 81.09 | 81.33 | 24.38 | 21.35 | - | - | - | - | - | - | |
2026.03 | 22.59 | - | 136.52 | 53.49 | 76.51 | 24.78 | 21.37 | - | - | - | - | - | - | |
2026.03 | 22.57 | 0.036 | 0.119 | 0.008 | 74.7 | 24.56 | 21.95 | - | - | - | - | - | - | |
2025.09 | 22.51 | - | 107.27 | 9.32 | 80.09 | 25.49 | 21.82 | - | - | - | - | - | - | |
2023.10 | 22.46 | 24.29 | 106.06 | 80.45 | 79.68 | 25.41 | 22.62 | - | - | - | - | - | - | |
2024.11 | 22.46 | 24.29 | 106.06 | 80.45 | 79.68 | 25.41 | 22.62 | - | - | - | - | - | - | |
2026.01 | 22.46 | - | 0.1061 | - | 79.68 | 25.41 | - | - | - | - | - | - | - |
Showing 100 of 166 rows