Skip to content
Back to dataset directory

Real robot actions · UC Berkeley research team

Functional Manipulation Benchmark (FMB)

Contact-rich assembly demonstrations for multi-stage robotic manipulation.

What is included?

Data type
Real robot actions
Tasks
Assembly · Manipulation
Modalities
RGB · Depth · Force/torque · Robot state · Actions
Embodiment
Franka Panda arm

Reported scale

22,550 demonstration trajectories

Publisher-reported scope. Preserve the stated unit; no duration or trajectory conversion is inferred.

Access & license

Follow the original publisher’s dataset download and loading instructions.

CC BY 4.0

Before you use this dataset

Single-object and multi-object tasks have different trajectory schemas. Preserve primitive labels and camera ordering; task count is not demonstration count.

Publisher sources checked 2026-10-05. Listing review checks the documentation, not downloaded data quality. Always check the exact release and terms.