Model comparison · robotics

Helix 02 vs OpenVLA 7B

Symmetrical, primary-source facts with unknown values left visible. No winner is assigned without comparable measurements.

FieldAt a glance
Figure · activeHelix 02Verified Aug 28, 2026
OpenVLA Research Team · activeOpenVLA 7BVerified Aug 28, 2026

Technical differences

Side-by-side facts

Indexable
FieldHelix 02OpenVLA 7B
DeveloperFigureOpenVLA Research Team
FamilyHelixOpenVLA
ModelHelix 02OpenVLA 7B
Version027B
Lifecycleactiveactive
Input modalitiesText, Image, Robot stateText, Image, Robot state
Output modalitiesRobot actionRobot action
Context windowUnknownUnknown
Total parametersUnknown7000000000
Active parametersUnknownUnknown
LicenseUnknownUnknown
Open weightsNoYes
API availableNoNo
Self-hostableNoYes
Capabilitiesdexterous-manipulation, long-horizon-control, tactile-control, whole-body-controlcross-embodiment, fine-tuning, generalist-manipulation
Robotics model typeVision-language-action modelVision-language-action model
Action representationFull-body joint targetsTokenized actions decoded to continuous robot controls
Control architectureSemantic reasoning, visuomotor policy, and kHz whole-body controllerFused SigLIP and DINOv2 visual encoder with Llama 2 7B backbone
Inference locationOn deviceFlexible
Native control rate (Hz)UnknownUnknown
Supported embodimentsFigure 03WidowX, Google Robot, Franka Panda
Training dataFigure reports more than 1,000 hours of human motion data plus sim-to-real reinforcement learning for its whole-body controller.970,000 robot manipulation trajectories from Open X-Embodiment described by the authors.

17 comparable fields · 12 material differences · Pair passes the primary-source comparison gate

Primary benchmark evidence

Comparable performance

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No protocol-matched benchmark yet.Results appear here only when both models share the same benchmark version, metric, evaluation protocol, and evidence class.

Helix 02 capabilities

dexterous-manipulationlong-horizon-controltactile-controlwhole-body-control
Input price
Output price
Serving providers0
Canonical IDfigure/helix-02

OpenVLA 7B capabilities

cross-embodimentfine-tuninggeneralist-manipulation
Input price
Output price
Serving providers0
Canonical IDopenvla/openvla-7b

Internal comparison graph

Related comparisons

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Primary evidence

Sources and freshness