50,000+ Physics-Validated Pick & Place Failure Patterns across 4 Robots (Franka Panda, UR5e, UR3e, UR10e)
A structured database of robot AI failure patterns collected from NVIDIA Isaac Sim physical simulations using Two-Stage Adaptive Sampling. Each experiment records the exact conditions under which a robot succeeded or failed at Pick & Place tasks.
Franka Uniform
Franka Boundary
UR5e
UR3e
UR10e
Combined… See the full description on the dataset page:
https://huggingface.co/datasets/liveplex/robogate-failure-dictionary.