ImageWAM: Do World Action Models Really Need Video Generation, or Just Image Editing?

Benchmark Model Rank Results
robot-manipulation-on-robotwin-2-0-hard-50-tasksImageWAM (FLUX.2 4B)#4Success Rate: 93.56
robot-manipulation-on-libero-longImageWAM (FLUX.2 4B)#7Success Rate: 98.4
robot-manipulation-on-robotwin-2-0-easy-50-tasksImageWAM (FLUX.2 4B)#8Success Rate: 93.20
robot-manipulation-on-libero-plus-zero-shot-transferImageWAM (FLUX.2 4B)#16Success Rate: 83.1
robot-manipulation-on-libero-goalImageWAM (FLUX.2 4B)#18Success Rate: 98.8
robot-manipulation-on-liberoImageWAM (FLUX.2 4B)#36Success Rate: 98.4
robot-manipulation-on-libero-objectImageWAM (FLUX.2 4B)#50Success Rate: 99.2
robot-manipulation-on-libero-spatialImageWAM (FLUX.2 4B)#72Success Rate: 97.2