XDOF Alternatives: Start With the Supervision You Need
Last updated: November 11, 2026. If anything here is inaccurate, email [email protected].
Three alternatives, three procurement questions
- Claru: do you need more household or workplace activity with task quotas and acceptance gates?
- Mecka: does the project also need evaluation, integration or deployment work?
- Human Archive: do you need recorded stereo depth, tactile gloves, body IMUs or wrist-camera streams?
- Keep XDOF in scope when robot demonstrations matter. Its public sources describe real-hardware teleoperation, egocentric capture and UMI-style grippers — not teleoperation alone.
What XDOF's public record establishes
XDOF supplies production-scale datasets, robotic systems and tooling. Its robotics-data role describes collecting through real-hardware teleoperation, egocentric capture and UMI-style grippers. That is broader than a teleop-only vendor label. Company offer · Capture modalities
Its ABC-130K public release documents more than 130,000 episodes across 195 bimanual manipulation tasks, with stations based on I2RT YAM arms. The release gives a concrete reference for the kind of robot interaction being captured; it does not define the scope of every commercial dataset or custom engagement. ABC-130K release
Before building a shortlist, identify what you are trying to replace: human observations, instrumented interaction or robot-specific action supervision. A supplier can be relevant to physical AI without supplying the exact signals your current model loader expects.
Three suppliers to evaluate alongside XDOF
Claru — task coverage in real settings
Evaluate a commissioned household/workplace video program when the missing ingredient is activity diversity. Its household case documents task quotas and accepted-hour accounting. Household · Workplace
Mecka — data plus integration scope
Mecka offers dataset access, task-specific collection, model evaluations and deployment infrastructure. Ask it to split the data purchase from any additional program work. Source
Human Archive — recorded multimodal capture
HA-Multi describes egocentric vision, stereo depth, tactile gloves, body IMUs and wrist cameras. Inspect whether those recorded channels match the supervision you need. Source
A shortlist only helps if the samples are comparable
Inspect the actual action channel
List joint state, commanded action, control rate and calibration requirements. Ask whether each is recorded, derived or outside the proposed delivery. Do not treat a video label as an action trajectory.
Check embodiment and transfer
Compare gripper, arm and camera geometry with your training setup. Test the actual loader and training recipe rather than assuming a public demonstration corpus transfers unchanged.
Count accepted useful output
Measure valid task executions and required channel completeness. Request licensing and annotation scope in the quote so a low headline hour rate does not hide incompatible output.
XDOF alternatives by data scope
| Dimension | XDOF | Claru | Mecka | Human Archive |
|---|---|---|---|---|
| Published reference | ABC-130K robot manipulation release. Source | Quota-driven household and workplace video programs. Household · Workplace | Egoverse first-person human activity. Source | HA-Multi and HA-Ego human datasets. Source |
| Capture example | Real-hardware teleop, egocentric capture, UMI-style grippers. Source | Chest/waist-mounted household cameras. Source | First-person video across tasks and environments. Source | Stereo depth, tactile gloves, IMUs and wrist cameras in HA-Multi. Source |
| Scope beyond a corpus | Robotic systems and tooling. Source | Custom task taxonomy, collection quotas and acceptance review. Source | Model evaluations and deployment integration. Source | Catalog access and robot deployment enquiries. Source |
| Pilot question | Does the embodiment and action schema fit your training? | Does the activity distribution cover your missing tasks? | Which data and evaluation deliverables do you need? | Which recorded sensor channels survive alignment and loading? |
Share your task distribution, environments and required data channels.
Request a DatasetKeep XDOF in the shortlist when…
- Your data requirement includes robot demonstrations and embodiment-specific interaction.
- You want to evaluate its capture modalities, systems and tooling alongside dataset supply.
Evaluate Claru when…
- Your gap is human household or commercial activity with specified task/environment coverage.
- You need explicit acceptance rules for a video collection rather than assuming footage is a robot-action replacement.
Validate the shortlist in your training pipeline
A small matched batch is more informative than comparing company-scale statistics.
Freeze the required channels
Write the observation/action schema, timestamps, units, camera calibration and task labels. Mark every required versus optional field.
Reject incompatible samples early
Load each supplier's batch; inspect missing channels, truncated activities and alignment. Keep equivalent rejection rules across the shortlist.
Compare the scoped offers
Separate existing-corpus access from commissioned capture. Include accepted output, rights, annotation and any hardware/evaluation work in the comparison.
Claru's documented video-program evidence
Narrow the data decision
Inspect the two-vendor comparison or the collection record.
Sources
XDOF alternatives: procurement questions
What are relevant XDOF alternatives?
Evaluate Claru for household/workplace video collection, Mecka for its data/evaluation/deployment offer, and Human Archive for multimodal human capture. They are not guaranteed drop-in replacements for a particular robot-action schema.
Does XDOF only collect teleoperation data?
No. Its robotics-data role explicitly mentions real-hardware teleoperation, egocentric capture and UMI-style grippers. Read the source
Is ABC-130K the same as commissioning XDOF data?
No. ABC-130K is a specific public release. Confirm its license, embodiment, task distribution and schema for your intended use; scope commissioned work directly with XDOF.
Can I compare these suppliers by price per hour?
Only with matched units and requirements. Human video hours, accepted robot episodes, recorded sensor streams and extra tooling are different deliverables. No comparable public numeric buyer rate was established from the offering pages reviewed November 11, 2026.
Scope the human-activity part of your dataset
Share your task distribution, environments and required data channels.