Image Editing on ImgEdit-Bench
4.5Overall Score
LongCat-Image-Edit
Updated 4d ago
Evaluation Results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2025.12 | 4.5 | 4.51 | 4.57 | 3.93 | 4.76 | 4.6 | 4.49 | 4.85 | 4.01 | 4.74 | - | - | - | - | |
2026.04 | 4.5 | 4.53 | 4.57 | 4.03 | 4.83 | 4.65 | 4.53 | 4.68 | 3.85 | 4.86 | - | - | - | - | |
2025.12 | 4.49 | 4.29 | 4.44 | 4.32 | 4.69 | 4.72 | 4.41 | 4.91 | 3.83 | 4.83 | - | - | - | - | |
| 4.49 | 4.47 | 4.27 | 4.18 | 4.58 | 4.59 | 4.55 | 4.81 | 3.72 | 4.77 | - | - | - | - | ||
2025.11 | 4.48 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 4.46 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
| 4.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | ||
| 4.4 | 4.23 | 4.43 | 4.24 | 4.2 | 4.21 | 4.44 | 4.76 | 3.91 | 4.68 | - | - | - | - | ||
| 4.36 | - | - | - | - | - | - | - | - | - | - | - | - | - | ||
2025.12 | 4.36 | 4.59 | 4.32 | 3.79 | 4.57 | 3.86 | 4.54 | 4.83 | 3.85 | 4.7 | - | - | - | - | |
2026.01 | 4.35 | 4.45 | 4.44 | 3.31 | 4.71 | 4.46 | 4.35 | 4.97 | - | 4.69 | 3.77 | - | - | - | |
2025.12 | 4.35 | 4.5 | 4.47 | 3.75 | 4.64 | 4.51 | 4.44 | 4.14 | 4.03 | 4.65 | - | - | - | - | |
2025.12 | 4.35 | 4.32 | 4.36 | 4.04 | 4.64 | 4.52 | 4.37 | 4.84 | 3.39 | 4.71 | - | - | - | - | |
2026.02 | 4.35 | 4.5 | 4.47 | 3.75 | 4.64 | 4.51 | 4.44 | 4.14 | 4.03 | 4.65 | - | - | - | - | |
2026.02 | 4.35 | 4.32 | 4.36 | 4.04 | 4.64 | 4.52 | 4.37 | 4.84 | 3.39 | 4.71 | - | - | - | - | |
2026.04 | 4.35 | 4.32 | 4.36 | 4.04 | 4.64 | 4.52 | 4.37 | 4.84 | 3.39 | 4.71 | - | - | - | - | |
2025.12 | 4.34 | 4.33 | 4.19 | 4.19 | 4.59 | 4.58 | 4.36 | 4.59 | 3.67 | 4.6 | - | - | - | - | |
2026.01 | 4.31 | 4.43 | 4.42 | 3.51 | 4.66 | 4.29 | 4.36 | 4.84 | - | 4.58 | 3.72 | - | - | - | |
2026.03 | 4.31 | 4.46 | 4.52 | 2.47 | 4.68 | 4.58 | 4.56 | 4.73 | 4.07 | 4.69 | - | - | - | - | |
2025.11 | 4.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 4.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 4.28 | 4.24 | 3.97 | 3.67 | 4.62 | 4.4 | 4.28 | 4.91 | 3.62 | 4.72 | - | - | - | - | |
2025.11 | 4.27 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 4.27 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 4.27 | 4.38 | 4.16 | 3.43 | 4.66 | 4.14 | 4.38 | 4.81 | 3.82 | 4.69 | - | - | - | - | |
2026.02 | 4.27 | 4.38 | 4.16 | 3.43 | 4.66 | 4.14 | 4.38 | 4.81 | 3.82 | 4.69 | - | - | - | - | |
2026.03 | 4.27 | 4.38 | 4.16 | 3.43 | 4.66 | 4.14 | 4.38 | 4.81 | 3.82 | 4.69 | - | - | - | - | |
2026.04 | 4.27 | 4.38 | 4.16 | 3.43 | 4.66 | 4.14 | 4.38 | 4.81 | 3.82 | 4.69 | - | - | - | - | |
2026.01 | 4.25 | 4.26 | 4.45 | 3.47 | 4.58 | 3.87 | 4.32 | 4.8 | - | 4.59 | 3.91 | - | - | - | |
2025.11 | 4.24 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 4.22 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.01 | 4.22 | 4.33 | 4.36 | 3.89 | 4.55 | 4.39 | 4.32 | 4.2 | - | 4.48 | 3.42 | - | - | - | |
2026.03 | 4.22 | 4.36 | 4.04 | 3.3 | 4.63 | 4.4 | 4.24 | 4.79 | 3.54 | 4.69 | - | - | - | - | |
2025.06 | 4.2 | 4.61 | 4.33 | 2.9 | 4.35 | 3.66 | 4.57 | 4.93 | 3.96 | 4.89 | - | - | - | - | |
2025.12 | 4.2 | 4.61 | 4.33 | 2.9 | 4.35 | 3.66 | 4.57 | 4.93 | 3.96 | 4.89 | - | - | - | - | |
2025.12 | 4.2 | 4.61 | 4.33 | 2.9 | 4.35 | 3.66 | 4.57 | 4.93 | 3.96 | 4.89 | - | - | - | - | |
2025.12 | 4.2 | 4.61 | 4.33 | 2.9 | 4.35 | 3.66 | 4.57 | 4.93 | 3.96 | 4.89 | - | - | - | - | |
2025.12 | 4.2 | 4.61 | 4.33 | 2.9 | 4.35 | 3.66 | 4.57 | 4.93 | 3.96 | 4.89 | - | - | - | - | |
2026.02 | 4.2 | 4.61 | 4.33 | 2.9 | 4.35 | 3.66 | 4.57 | 4.93 | 3.96 | 4.89 | - | - | - | - | |
2025.09 | 4.2 | 4.61 | 4.33 | 2.9 | 4.35 | 3.66 | 4.57 | 4.93 | 3.96 | 4.89 | - | - | - | - | |
2025.11 | 4.2 | 4.61 | 4.33 | 2.9 | 4.35 | 3.66 | 4.57 | 4.93 | 3.96 | 4.89 | - | - | - | - | |
2026.04 | 4.2 | 4.61 | 4.33 | 2.9 | 4.35 | 3.66 | 4.57 | 4.93 | 3.96 | 4.89 | - | - | - | - | |
2025.11 | 4.18 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 4.18 | 4.52 | 4.41 | 2.93 | 4.56 | 4.44 | 4.3 | 4.76 | 3.33 | 4.36 | - | - | - | - | |
2026.02 | 4.18 | 4.52 | 4.41 | 2.93 | 4.56 | 4.44 | 4.3 | 4.76 | 3.33 | 4.36 | - | - | - | - | |
2026.03 | 4.16 | 4.77 | 4.49 | 4.44 | 3.54 | 4.37 | 4.37 | 3.3 | 3.5 | 3.94 | - | - | - | - | |
2025.12 | 4.14 | 4.26 | 4.06 | 3.78 | 4.46 | 4.34 | 4.19 | 4.53 | 3.29 | 4.38 | - | - | - | - | |
| 4.13 | 4.08 | 4.01 | 3.45 | 4.44 | 3.75 | 4.19 | 4.59 | 3.73 | 4.57 | - | - | - | - | ||
2026.01 | 4.11 | 4.47 | 4.31 | 2.96 | 4.42 | 4.25 | 4.22 | 4.76 | - | 4.45 | 3.11 | - | - | - | |
2026.03 | 4.07 | 4.72 | 4.22 | 4.44 | 3.41 | 4.31 | 4.38 | 3.14 | 3.19 | 3.99 | - | - | - | - | |
2026.01 | 4.06 | 4.48 | 4.18 | 1.86 | 4.73 | 4 | 4.73 | 4.53 | - | 4.22 | 3.82 | - | - | - | |
2026.03 | 4.05 | 4.67 | 4.38 | 4.12 | 3.37 | 4.34 | 4.45 | 3.28 | 3.56 | 4.02 | - | - | - | - | |
2025.11 | 4.02 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 4.02 | 4.81 | 4.37 | 4.06 | 3.41 | 4.19 | 4.29 | 3.19 | 3.55 | 4.11 | - | - | - | - | |
2025.12 | 4 | 4.13 | 3.62 | 2.98 | 4.45 | 4.06 | 4.22 | 4.69 | 3.45 | 4.61 | - | - | - | - | |
2025.12 | 4 | 4.25 | 4.15 | 2.35 | 4.56 | 3.57 | 4.26 | 4.57 | 3.68 | 4.63 | - | - | - | - | |
2025.12 | 4 | 4.13 | 3.62 | 2.98 | 4.45 | 4.06 | 4.22 | 4.69 | 3.45 | 4.61 | - | - | - | - | |
2026.02 | 4 | 4.25 | 4.15 | 2.35 | 4.56 | 3.57 | 4.26 | 4.57 | 3.68 | 4.63 | - | - | - | - | |
2026.03 | 4 | 4.25 | 4.15 | 2.35 | 4.56 | 3.57 | 4.26 | 4.57 | 3.68 | 4.63 | - | - | - | - | |
2026.04 | 4 | 4.25 | 4.15 | 2.35 | 4.56 | 3.57 | 4.26 | 4.57 | 3.68 | 4.63 | - | - | - | - | |
| 3.98 | 3.82 | 3.8 | 3.52 | 4.09 | 3.88 | 4.09 | 4.52 | 3.21 | 4.44 | - | - | - | - | ||
2025.11 | 3.97 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 3.97 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 3.97 | 3.99 | 3.73 | 2.66 | 4.38 | 4.15 | 4.05 | 4.86 | 3.43 | 4.68 | - | - | - | - | |
2025.12 | 3.96 | 4.46 | 4.18 | 1.8 | 3.86 | 3.7 | 4.33 | 4.57 | 4.04 | 4.68 | - | - | - | - | |
2026.03 | 3.92 | 4.64 | 3.9 | 4.18 | 3.54 | 3.99 | 4.34 | 3.03 | 3.21 | 4.01 | - | - | - | - | |
2025.11 | 3.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 3.87 | 4.63 | 3.92 | 4.29 | 3.1 | 3.93 | 4.03 | 3.2 | 3.25 | 3.94 | - | - | - | - | |
| 3.81 | 4.21 | 3.28 | 3.04 | 3.8 | 3.39 | 4.16 | 4.61 | 2.97 | 3.39 | - | - | - | - | ||
2026.02 | 3.8 | 3.81 | 3.86 | - | 3.78 | 4.32 | 3.85 | - | - | 3.87 | 3.1 | 12.209 | 0.308 | - | |
2026.02 | 3.79 | 3.85 | 3.96 | - | 3.76 | 4.47 | 3.74 | - | - | 3.85 | 2.87 | 19.125 | 0.555 | 1.7 | |
2026.02 | 3.79 | 3.85 | 3.96 | - | 3.76 | 4.47 | 3.74 | - | - | 3.85 | 2.87 | 19.125 | 0.555 | 1.7 | |
2026.03 | 3.77 | 4.69 | 4.24 | 4.05 | 3.28 | 3.02 | 4.33 | 2.94 | 3.5 | 3.8 | - | - | - | - | |
2026.02 | 3.76 | 3.79 | 3.9 | - | 3.68 | 4.42 | 3.75 | - | - | 3.82 | 2.97 | 16.926 | 0.449 | - | |
2026.02 | 3.72 | 3.74 | 3.7 | - | 3.73 | 4.39 | 3.71 | - | - | 3.79 | 3.01 | 16.13 | 0.482 | 3.1 | |
2025.12 | 3.71 | 3.83 | 3.65 | 2.27 | 4.45 | 3.17 | 3.98 | 4.55 | 3.35 | 4.29 | - | - | - | - | |
2025.12 | 3.71 | 4.12 | 3.8 | 2.04 | 4.22 | 3.09 | 3.97 | 4.51 | 3.35 | 4.25 | - | - | - | - | |
2026.02 | 3.71 | 3.83 | 3.75 | - | 3.67 | 4.29 | 3.7 | - | - | 3.81 | 2.95 | 17.072 | 0.514 | 2.8 | |
2026.02 | 3.71 | 4.12 | 3.8 | 2.04 | 4.22 | 3.09 | 3.97 | 4.51 | 3.35 | 4.25 | - | - | - | - | |
2026.04 | 3.71 | 4.12 | 3.8 | 2.04 | 4.22 | 3.09 | 3.97 | 4.51 | 3.35 | 4.25 | - | - | - | - | |
2026.02 | 3.7 | 3.8 | 3.77 | - | 3.66 | 4.33 | 3.63 | - | - | 3.78 | 2.92 | 17.635 | 0.526 | 2.7 | |
2026.02 | 3.7 | 3.8 | 3.77 | - | 3.66 | 4.33 | 3.63 | - | - | 3.78 | 2.92 | 17.635 | 0.526 | 2.7 | |
2026.03 | 3.64 | 4.61 | 4.42 | 2.65 | 3.21 | 3.83 | 4.31 | 2.89 | 3.19 | 3.87 | - | - | - | - | |
2026.02 | 3.57 | 3.48 | 3.75 | - | 3.55 | 4.15 | 3.4 | - | - | 3.79 | 2.87 | 16.471 | 0.468 | - | |
2025.11 | 3.56 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 3.52 | 3.76 | 3.45 | 2.15 | 3.98 | 2.94 | 3.78 | 4.38 | 2.96 | 4.26 | - | - | - | - | |
2025.12 | 3.52 | 3.68 | 2.9 | 3.14 | 2.83 | 3.16 | 3.88 | 4.62 | 2.35 | 4.48 | - | - | - | - | |
2026.02 | 3.52 | 3.64 | 3.53 | - | 3.57 | 3.85 | 3.33 | - | - | 3.87 | 2.82 | 20.747 | 0.635 | 1.5 | |
2026.02 | 3.52 | 3.64 | 3.53 | - | 3.57 | 3.85 | 3.33 | - | - | 3.87 | 2.82 | 20.747 | 0.635 | 1.5 | |
2026.02 | 3.51 | 3.58 | 3.55 | - | 3.63 | 3.63 | 3.52 | - | - | 3.74 | 2.94 | 15.722 | 0.506 | 2.5 | |
2025.11 | 3.44 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 3.44 | 3.57 | 3.06 | 1.77 | 3.74 | 3.2 | 3.57 | 4.81 | 2.52 | 4.68 | - | - | - | - | |
2025.12 | 3.44 | 3.57 | 3.06 | 1.77 | 3.74 | 3.2 | 3.57 | 4.81 | 2.52 | 4.68 | - | - | - | - | |
2025.12 | 3.44 | 3.57 | 3.06 | 1.77 | 3.74 | 3.2 | 3.57 | 4.81 | 2.52 | 4.68 | - | - | - | - | |
2025.12 | 3.44 | 3.57 | 3.06 | 1.77 | 3.74 | 3.2 | 3.57 | 4.81 | 2.52 | 4.68 | - | - | - | - | |
2025.12 | 3.44 | 3.83 | 3.55 | 2.18 | 3.91 | 2.74 | 3.79 | 4.42 | 2.82 | 4.18 | - | - | - | - | |
2026.02 | 3.44 | 3.57 | 3.06 | 1.77 | 3.74 | 3.2 | 3.57 | 4.81 | 2.52 | 4.68 | - | - | - | - | |
2025.09 | 3.44 | 3.57 | 3.18 | 2.06 | 3.94 | 3.82 | 3.38 | 4.21 | 3.16 | 3.63 | - | - | - | - | |
2026.03 | 3.44 | 3.57 | 3.06 | 1.77 | 3.74 | 3.2 | 3.57 | 4.81 | 2.52 | 4.68 | - | - | - | - | |
2026.04 | 3.44 | 3.57 | 3.06 | 1.77 | 3.74 | 3.2 | 3.57 | 4.81 | 2.52 | 4.68 | - | - | - | - |
Showing 100 of 198 rows