Image Editing on ImgEdit
4.5ImgEditLongCat-Image-Edit
Evaluation Results
| Method | Links | |
|---|---|---|
| LongCat-Image-EditParams=7B + 6B2026.02 | 4.5 | |
| UniWorldv22026.05 | 4.48 | |
| UniWorldv22026.05 | 4.48 | |
| w/ RPO-Gemini 3.1 Pro-ARRBase Generator=Qwen-Image-Edit-25092026.05 | 4.43 | |
| ARR-RPOVariant=w/ RPO-Gemini 3.1 Pro-ARR2026.05 | 4.43 | |
| w/ RPO-GPT-5-ARRBase Generator=Qwen-Image-Edit-25092026.05 | 4.4 | |
| ARR-RPOVariant=w/ RPO-GPT-5-ARR2026.05 | 4.4 | |
| ARR-RPOVariant=w/ RPO-Gemini 3.1 Pro2026.05 | 4.39 | |
| w/ RPO-Qwen3vl-8B-ARRBase Generator=Qwen-Image-Edit-25092026.05 | 4.38 | |
| ARR-RPOVariant=w/ RPO-Qwen3vl-8B-ARR2026.05 | 4.38 | |
| ARR-RPOVariant=w/ RPO-GPT-52026.05 | 4.38 | |
| ARR-RPOVariant=w/ RPO-Qwen3vl-8B2026.05 | 4.37 | |
| Nano Banana2026.02 | 4.35 | |
| Qwen-Image-EditParams=7B + 20B2026.02 | 4.35 | |
| Qwen-Image-Edit-25092026.05 | 4.35 | |
| Qwen-Image-Edit-25092026.05 | 4.35 | |
| MoS-LInteraction Type=MoS, Model Parameters=5B2025.11 | 4.33 | |
| Wan-WeaverModel Category=Unified Models2026.03 | 4.31 | |
| Wan-Weaver2026.03 | 4.31 | |
| Qwen-ImageInteraction Type=Self-Attn, Model Parameters=20B2025.11 | 4.27 | |
| GPT-Image-12026.02 | 4.2 | |
| Seedream 4.02026.02 | 4.18 | |
| MoS-SInteraction Type=MoS, Model Parameters=3B2025.11 | 4.17 | |
| DeepGen 1.0 (RL)Params=3B + 2B2026.02 | 4.14 | |
| DeepGen 1.0 (SFT)Params=3B + 2B2026.02 | 4.09 | |
| Mammoth2Params=8B + 3B + 2B2026.02 | 4.06 | |
| FLUX.1 Kontext [Pro]2026.02 | 4 | |
| BAGEL-RecAThinking mode=true2026.05 | 3.75 | |
| BAGEL-Uni-Edit (Ours)Thinking mode=true, Training Stage=Stage 12026.05 | 3.51 | |
| Uni-Edit ViT (und.) 224x224Thinking mode=true, Resolution=224x2242026.05 | 3.51 | |
| UniPicModel Category=Unified Models2026.03 | 3.49 | |
| BAGEL-Uni-Edit (Ours)Thinking mode=true, Training Stage=Stage 22026.05 | 3.46 | |
| OmniGen2Model Category=Unified Models2026.03 | 3.44 | |
| Uni-Edit ViT (und.) 224x980Thinking mode=true, Resolution=224x9802026.05 | 3.44 | |
| OmniGen2Params=3B + 4B2026.02 | 3.43 | |
| +Uni-Edit (Ours)Thinking mode=true, Base Model=Janus-Pro2026.05 | 3.43 | |
| BAGEL-AnyEditThinking mode=true2026.05 | 3.39 | |
| Uni-Edit w/o VAE dropoutThinking mode=true, VAE dropout=false2026.05 | 3.34 | |
| BAGELThinking mode=true2026.05 | 3.28 | |
| Uni-Edit w/o joint trainingThinking mode=true, joint training=false2026.05 | 3.27 | |
| UniWorld v1Params=7B + 12B2026.02 | 3.26 | |
| UniWorld-V1Model Category=Unified Models2026.03 | 3.26 | |
| UniWorld-V12026.03 | 3.26 | |
| BAGELParams=14B2026.02 | 3.2 | |
| BagelInteraction Type=MoT, Model Parameters=14B2025.11 | 3.2 | |
| BagelModel Category=Unified Models2026.03 | 3.2 | |
| Bagel2026.03 | 3.2 | |
| Uni-Edit ViT (und.) 378x980Thinking mode=true, Resolution=378x9802026.05 | 3.17 | |
| Janus-ProThinking mode=true2026.05 | 3.13 | |
| Step1X-EditModel Category=Image Editing Models2026.03 | 3.06 | |
| Step1X-Edit2026.03 | 3.06 | |
| Step1X-Edit2026.05 | 3.06 | |
| Step1X-Edit2026.05 | 3.06 | |
| IC-EditModel Category=Image Editing Models2026.03 | 3.05 | |
| OmniGenModel Category=Unified Models2026.03 | 2.96 | |
| AnyEditModel Category=Image Editing Models2026.03 | 2.45 | |
| AnyEdit2026.05 | 2.45 | |
| AnyEdit2026.05 | 2.45 | |
| MagicBrushModel Category=Image Editing Models2026.03 | 1.9 | |
| Instruct-P2PModel Category=Image Editing Models2026.03 | 1.88 | |
| Instruct-Pix2Pix2026.05 | 1.88 | |
| Instruct-Pix2Pix2026.05 | 1.88 |