List your company
ResearchFormerly WizWand

Instructional Image Editing on CV-Arena

1,187Elo RatingQwen Image Edit
1,007.081,053.791,100.51,147.21May 30, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Qwen Image EditEvaluation Setting=Human Only2026.051,18731
nano bananaEvaluation Setting=EditReward Only2026.051,18631
SuperEditEvaluation Setting=Human Only2026.051,16946
nano banana proEvaluation Setting=Human Only2026.051,15175
CV-AgentEvaluation Setting=Active Elo (Ours)2026.051,14550
nano banana proEvaluation Setting=EditReward Only2026.051,14135
UniWorld v1Evaluation Setting=Human Only2026.051,13330
Step1X EditEvaluation Setting=EditReward Only2026.051,12928
nano banana proEvaluation Setting=Active Elo (Ours)2026.051,12748
CV-AgentEvaluation Setting=Human Only2026.051,11682
ManusEvaluation Setting=Active Elo (Ours)2026.051,10926
CV-AgentEvaluation Setting=EditReward Only2026.051,10233
Step1X EditEvaluation Setting=CV-Judge Only2026.051,09524
gpt-image-1.5Evaluation Setting=Active Elo (Ours)2026.051,09142
ICEditEvaluation Setting=CV-Judge Only2026.051,07535
seeddream4.5Evaluation Setting=Active Elo (Ours)2026.051,07339
MagicBrushEvaluation Setting=EditReward Only2026.051,06728
gpt-image-1.5Evaluation Setting=CV-Judge Only2026.051,05424
nano banana proEvaluation Setting=CV-Judge Only2026.051,03438
Flux2Evaluation Setting=CV-Judge Only2026.051,01426