Metric: Action (higher is better)
| # | Model↕ | Action▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | BAGEL | 4.17 | No | Emerging Properties in Unified Multimodal Pretra... | 2025-05-20 | Code |
| 2 | BAGEL-NHR-EDIT | 3.95 | Yes | NoHumansRequired: Autonomous High-Quality Image ... | 2025-07-18 | - |
| 3 | ICEdit | 3.68 | No | In-Context Editing: Learning Knowledge from Self... | 2024-06-17 | Code |
| 4 | UltraEdit | 2.98 | No | UltraEdit: Instruction-based Fine-Grained Image ... | 2024-07-07 | Code |
| 5 | UniWorld-V1 | 2.74 | No | UniWorld-V1: High-Resolution Semantic Encoders f... | 2025-06-03 | Code |
| 6 | AnyEdit | 2.65 | No | AnyEdit: Edit Any Knowledge Encoded in Language ... | 2025-02-08 | - |
| 7 | Step1X-Edit | 2.52 | No | Step1X-Edit: A Practical Framework for General I... | 2025-04-24 | Code |
| 8 | Instruct-Pix2Pix | 1.46 | No | InstructPix2Pix: Learning to Follow Image Editin... | 2022-11-17 | Code |
| 9 | MagicBrush | 1.22 | No | MagicBrush: A Manually Annotated Dataset for Ins... | 2023-06-16 | Code |