Image Editing on MagicBrush
91.1CLIPimMGIE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MGIEType=LLM (Cont.), Decoder=SDv1.5, Zero-shot=true2024.06 | 91.1 | 8.2 | |
| SETOKIMType=LLM (Cont.), Decoder=SeTok, Zero-shot=true2024.06 | 89.6 | 6.9 | |
| Morph-TokenType=LLM (Cont.), Decoder=VQGAN, Zero-shot=true2024.06 | 87.9 | 7.6 | |
| MorphTokensLLM=Vicuna-7B, PT Data Size=30M2025.05 | 87.9 | 7.6 | |
| Emu-2-genType=LLM (Cont.), Decoder=SDXL, Zero-shot=true2024.06 | 85.7 | 19.9 | |
| Ins.P2PType=Diffusion, Zero-shot=true2024.06 | 83.4 | 12.1 | |
| Slot-MLLM (7B)LLM=Vicuna-7B, PT Data Size=25M2025.05 | 81.8 | 22.8 | |
| Slot-MLLM (14B)LLM=Qwen2.5-14B-Instruct, PT Data Size=25M2025.05 | 81.7 | 22.8 | |
| LaVITType=LLM (Disc.), Decoder=SDv1.5, Zero-shot=true2024.06 | 81.1 | 25.3 | |
| LaVITLLM=LLaMA-7B, PT Data Size=100M2025.05 | 78.5 | 28.6 | |
| SEED-LLaMALLM=Vicuna-7B, PT Data Size=77M2025.05 | 77.9 | 28.8 | |
| Plan2Pixk=52026.05 | 32.56 | — | |
| LayerCrafttype=Agentic pipeline2026.05 | 31.57 | — | |
| Talk2Imagetype=Agentic pipeline2026.05 | 31.57 | — | |
| GenArtisttype=Agentic pipeline2026.05 | 30.67 | — | |
| HIVE w/ MagicBrushtype=Instruction-based editing model, adaptation=MagicBrush2026.05 | 27.96 | — | |
| InstructPix2Pix w/ MagicBrushtype=Instruction-based editing model, adaptation=MagicBrush2026.05 | 27.54 | — | |
| InstructPix2Pixtype=Instruction-based editing model2026.05 | 27.26 | — | |
| HIVEtype=Instruction-based editing model2026.05 | 26.73 | — |