VLA-Adapter: An Effective Paradigm for Tiny-Scale Vision-Language-Action Model

Benchmark Model Rank Results
robot-manipulation-on-libero-spatialVLA-Adapter-Pro (LIBERO-Spatial)#1Success Rate: 99.6
robot-manipulation-on-calvinVLA-Adapter-Pro (CALVIN ABC→D)#2avg. sequence length (D to D): 4.50
robot-manipulation-on-libero-objectVLA-Adapter-Pro (LIBERO-Object)#26Success Rate: 99.6
robot-manipulation-on-liberoVLA-Adapter-Pro#27Success Rate: 98.5
robot-manipulation-on-libero-goalVLA-Adapter-Pro (LIBERO-Goal)#28Success Rate: 98.2
robot-manipulation-on-libero-longVLA-Adapter-Pro (LIBERO-Long)#29Success Rate: 96.4