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ResearchFormerly WizWand

Image Editing on ImgEdit

4.5ImgEditLongCat-Image-Edit
1.77522.48263.193.8974Nov 15, 2025Dec 16, 2025Jan 16, 2026Feb 16, 2026Mar 19, 2026Apr 19, 2026May 20, 2026
Updated 5mo ago

Evaluation results

MethodLinks
LongCat-Image-EditParams=7B + 6B2026.024.5
UniWorldv22026.054.48
UniWorldv22026.054.48
w/ RPO-Gemini 3.1 Pro-ARRBase Generator=Qwen-Image-Edit-25092026.054.43
ARR-RPOVariant=w/ RPO-Gemini 3.1 Pro-ARR2026.054.43
w/ RPO-GPT-5-ARRBase Generator=Qwen-Image-Edit-25092026.054.4
ARR-RPOVariant=w/ RPO-GPT-5-ARR2026.054.4
ARR-RPOVariant=w/ RPO-Gemini 3.1 Pro2026.054.39
w/ RPO-Qwen3vl-8B-ARRBase Generator=Qwen-Image-Edit-25092026.054.38
ARR-RPOVariant=w/ RPO-Qwen3vl-8B-ARR2026.054.38
ARR-RPOVariant=w/ RPO-GPT-52026.054.38
ARR-RPOVariant=w/ RPO-Qwen3vl-8B2026.054.37
Nano Banana2026.024.35
Qwen-Image-EditParams=7B + 20B2026.024.35
Qwen-Image-Edit-25092026.054.35
Qwen-Image-Edit-25092026.054.35
MoS-LInteraction Type=MoS, Model Parameters=5B2025.114.33
Wan-WeaverModel Category=Unified Models2026.034.31
Wan-Weaver2026.034.31
Qwen-ImageInteraction Type=Self-Attn, Model Parameters=20B2025.114.27
GPT-Image-12026.024.2
Seedream 4.02026.024.18
MoS-SInteraction Type=MoS, Model Parameters=3B2025.114.17
DeepGen 1.0 (RL)Params=3B + 2B2026.024.14
DeepGen 1.0 (SFT)Params=3B + 2B2026.024.09
Mammoth2Params=8B + 3B + 2B2026.024.06
FLUX.1 Kontext [Pro]2026.024
BAGEL-RecAThinking mode=true2026.053.75
BAGEL-Uni-Edit (Ours)Thinking mode=true, Training Stage=Stage 12026.053.51
Uni-Edit ViT (und.) 224x224Thinking mode=true, Resolution=224x2242026.053.51
UniPicModel Category=Unified Models2026.033.49
BAGEL-Uni-Edit (Ours)Thinking mode=true, Training Stage=Stage 22026.053.46
OmniGen2Model Category=Unified Models2026.033.44
Uni-Edit ViT (und.) 224x980Thinking mode=true, Resolution=224x9802026.053.44
OmniGen2Params=3B + 4B2026.023.43
+Uni-Edit (Ours)Thinking mode=true, Base Model=Janus-Pro2026.053.43
BAGEL-AnyEditThinking mode=true2026.053.39
Uni-Edit w/o VAE dropoutThinking mode=true, VAE dropout=false2026.053.34
BAGELThinking mode=true2026.053.28
Uni-Edit w/o joint trainingThinking mode=true, joint training=false2026.053.27
UniWorld v1Params=7B + 12B2026.023.26
UniWorld-V1Model Category=Unified Models2026.033.26
UniWorld-V12026.033.26
BAGELParams=14B2026.023.2
BagelInteraction Type=MoT, Model Parameters=14B2025.113.2
BagelModel Category=Unified Models2026.033.2
Bagel2026.033.2
Uni-Edit ViT (und.) 378x980Thinking mode=true, Resolution=378x9802026.053.17
Janus-ProThinking mode=true2026.053.13
Step1X-EditModel Category=Image Editing Models2026.033.06
Step1X-Edit2026.033.06
Step1X-Edit2026.053.06
Step1X-Edit2026.053.06
IC-EditModel Category=Image Editing Models2026.033.05
OmniGenModel Category=Unified Models2026.032.96
AnyEditModel Category=Image Editing Models2026.032.45
AnyEdit2026.052.45
AnyEdit2026.052.45
MagicBrushModel Category=Image Editing Models2026.031.9
Instruct-P2PModel Category=Image Editing Models2026.031.88
Instruct-Pix2Pix2026.051.88
Instruct-Pix2Pix2026.051.88