Metric: Replace (higher is better)
| # | Model↕ | Replace▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | BAGEL-NHR-EDIT | 3.77 | Yes | NoHumansRequired: Autonomous High-Quality Image ... | 2025-07-18 | - |
| 2 | UniWorld-V1 | 3.47 | No | UniWorld-V1: High-Resolution Semantic Encoders f... | 2025-06-03 | Code |
| 3 | Step1X-Edit | 3.4 | No | Step1X-Edit: A Practical Framework for General I... | 2025-04-24 | Code |
| 4 | BAGEL | 3.3 | No | Emerging Properties in Unified Multimodal Pretra... | 2025-05-20 | Code |
| 5 | ICEdit | 3.15 | No | In-Context Editing: Learning Knowledge from Self... | 2024-06-17 | Code |
| 6 | UltraEdit | 2.96 | No | UltraEdit: Instruction-based Fine-Grained Image ... | 2024-07-07 | Code |
| 7 | AnyEdit | 2.47 | No | AnyEdit: Edit Any Knowledge Encoded in Language ... | 2025-02-08 | - |
| 8 | Instruct-Pix2Pix | 2.01 | No | InstructPix2Pix: Learning to Follow Image Editin... | 2022-11-17 | Code |
| 9 | MagicBrush | 1.97 | No | MagicBrush: A Manually Annotated Dataset for Ins... | 2023-06-16 | Code |