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DexJoCo2
A visuotactile dataset for dexterous robotic manipulation in Isaac Sim.
Project website and demo videos · Download data · Open-X-Tactile (OXT)
Visit the DexJoCo2 section of the DexJoCo project website for demonstrations of all 10 tasks, showing task execution alongside ten-finger tactile maps.
Demo videos
Task execution (upper panel) and ten-finger tactile maps (lower panel).
| USB Insertion |
Card Swiping |
Power Screwdriving |
Pipette Transfer |
Childproof Bottle |
| Cabinet Retrieval |
Safe Unlocking |
Hammer Nail |
Fold Glasses |
Pick Bucket |
View all demos on the DexJoCo website →
Dataset overview
Version 1.0.0 contains 2,200 trajectories across 10 tasks, with 1,154,612 frames recorded at 30 FPS:
| Source | Per task | Total |
|---|---|---|
| Human-teleoperated demonstrations | 20 | 200 |
| Automatically generated extensions of the human demonstrations | 200 | 2,000 |
| Combined | 220 | 2,200 |
The data was collected in Isaac Sim using Panda arms and Sharpa hands. RGB images, tactile indentation maps, and contact wrenches are simulated. The dataset includes multi-view RGB, robot joint states and wrist poses, tactile signals, task instructions, and timestamps.
This release replaces the earlier 200-trajectory preview and already includes those 200 human demonstrations. Do not combine it with a previously downloaded copy of the preview, as that would duplicate the human data.
Tasks
Each task is distributed as one archive containing 220 episodes.
| Task | Archive |
|---|---|
| Cabinet Retrieval | cabinet_retrieval.zarr.zip |
| Card Swiping | card_swiping.zarr.zip |
| Childproof Bottle | childproof_bottle.zarr.zip |
| Fold Glasses | fold_glasses.zarr.zip |
| Hammer Nail | hammer_nail.zarr.zip |
| USB Insertion | insert_usb.zarr.zip |
| Pick Bucket | pick_bucket.zarr.zip |
| Pipette Transfer | pipette_transfer.zarr.zip |
| Power Screwdriving | power_screwdriving.zarr.zip |
| Safe Unlocking | safe_unlocking.zarr.zip |
Format and loading
The archives contain FTP-1-compatible Zarr v2 datasets for use with Open-X-Tactile. See the FTP-1 data-processing documentation for field definitions, coordinate conventions, and loading guidance.
DexJoCo2/
├── cabinet_retrieval.zarr.zip
├── card_swiping.zarr.zip
├── ...
├── safe_unlocking.zarr.zip
└── SHA256SUMS.txt
Download the archives from the data directory and extract them before loading. Each archive contains a <task>.zarr/ directory. Episode boundaries are stored in meta/episode_ends.
- RGB: ego, left-wrist, and right-wrist views; JPEG XL compression with
distance=1, decoding touint8at the stored resolution. The reader must support and register the JPEG XL codec. - Other numeric arrays: lossless storage.
- Tactile maps:
SharpaWaveTacMapSim, with tactile typematrix. - Contact wrenches:
SharpaWavePhysXContactSim, with tactile typestate.
SHA256SUMS.txt provides checksums for the 10 archives. On Linux, after downloading all archives and the checksum file into the same directory, run:
sha256sum -c SHA256SUMS.txt
Episode origin and lineage
Within each task, using zero-based episode indices:
- 0–19: human demonstrations, with
synthetic=false. - 20–219: synthetic extensions, with
synthetic=true.
Per-episode attributes preserve episode_id for the current recording, source_episode_id for its direct source, and root_episode_id for the original human seed. To find the corresponding human demonstration, match root_episode_id within the same task to an episode with synthetic=false. Multiple synthetic episodes can share a human seed while retaining distinct episode IDs.
Project and contact
- Website and demos: dexjoco.github.io
- OXT data format and dataset index: open-x-tactile.github.io
- Contact: wangxiangyu2025@ia.ac.cn
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