Stereo 11 minutes 22 seconds, delivered according to measured dimensions.
Device UID d36997d92fc9, serial number 126091102913. The skeleton, mosaic, and color block in the upper right corner of the player are model estimates, not the hand, pose, or depth output of this device. What the device actually contains remains the left and right cameras, IMU, magnetometer, and audio. This package does not include head pose and SLAM; the heading at the bottom of the frame is gyro integration and will drift.
Device UID d36997d92fc9, serial 126091102913. The skeleton, mosaic and corner patch are model estimates, not device hands, pose or depth. The device files are still the two eyes, IMU, magnetometer and audio. This package has no head pose and no SLAM. The heading in the bar is integrated gyro and it drifts.
Both channels are 16 kHz stereo audio from the device, starting 97 ms later than the left camera's exposure start. When played together, only the channel you press sounds, avoiding overlap. On mobile, the annotated clip appears first. The mosaic covers faces, distant human figures, text with confidence reaching 0.40, bright screens, and the blue wall marker.
Source 0:00 · 0.00 s · Frame 0 · 30 Hz
What the model reads this second
What the model read this second
No record has been loaded for this second yet.
No record for this second yet.
Parsing at 10:28
The blue sign on the wall is masked by color-connected region: at least 160 pixels wide, blue pixel ratio approximately 0.15 to 0.55, located in the upper half of the frame. Around 10:28 there is one block in each eye view. Such blocks appear 32 times across the entire recording, not just in this one second. This is not manually painted on a single frame.
OCR is split into two tiers. Only results reaching 0.40 are adopted. The full segment repeatedly read correctly as SKYWORTH. Around 2:17, the cropped logo also read "Skyworth XR". At 10:28, the color redaction is still in place, but for that second the OCR fell back to a low-confidence misspelling, e.g. SKYWORH. Most other results reaching 0.40 are fragmented characters and are not treated as object names. Faint text on the glass was not separately redacted.
Hands follow the Vision skeleton in the player, not the device joints. Faces and distant human bodies are only masked when detected. Cartons, doors, shoes, and ceilings have no category boxes. The gyroscope timeline only indicates head-mounted angular velocity, not action names.
Reading at 10:28
The blue wall mark is masked by a color region: at least 160 pixels wide, blue-pixel share about 0.15 to 0.55, in the upper half of the frame. At 10:28 both eyes have one region. The log has 32 such rows, not only that second. It is not a hand-painted patch.
OCR is accepted only at confidence 0.40 or above. The string that repeats is SKYWORTH. Around 2:17 the crop of the mark also reads Chuangwei XR. At 10:28 the color mask is still on, but OCR falls back to low-confidence errors such as SKYWORH. Other accepted strings are fragments, not object names. Faint glass lettering is not separately masked.
Hands in the player are a Vision skeleton, not device joints. Faces and distant people are masked only when detected. Boxes, the door, shoes and the ceiling have no class boxes. The gyro timeline is head-worn angular rate, not an action name.
IMU TIMELINECommonRaise
The timeline is still gyroscope magnitude, not action names. The "this second" above comes from model records: hands, blue wall markers, adopted text, low-confidence OCR, faces, bodies, and bright screens. Cardboard boxes and doors have no class boxes. The faint text on the glass was not separately annotated this time.
The timeline is still gyroscope magnitude, not an action name. The line above comes from the model log: hands, blue wall marks, accepted text, low-confidence OCR, faces, people and bright screens. Boxes and the door have no class labels. Faint glass lettering is not separately masked.
Camera0 is left, Camera1 is right. HEVC 1600×1200. The calibration group is labeled tracking. The p50 of the left-right exposure start offset is 198 microseconds, and the p50 of the exposure midpoint offset is 210 microseconds. Exposure duration is approximately 4–10 ms, with gain fixed at 1024. Pinhole estimate of horizontal FOV is approximately 117°, without distortion coefficients — not a product specification.
IMU + MAG
Inertial and magnetometer
Accelerometer and gyroscope at approximately 798.9 Hz; mean accelerometer magnitude spot-check of 9.83 m/s². Magnetometer at exactly 200 Hz. The accelerometer starts 124 ms before the exposure start of frame 0 of the left camera. The 1.5 ms camera alignment in the calibration was not applied because this package has no head pose to verify against.
AUDIO
Audio
PCM 16 kHz stereo. Packet 0 is 96.6 ms later than the left-eye exposure start. Do not hard-align audio.mp4 and video from 0 seconds.
NOT IN THIS PACKAGE
What this package does not include
The device files contain no hand joints, head pose, SLAM, depth, or object categories. The hands in the player are Vision estimates, the upper right is disparity rather than a depth camera, and the bottom heading is not SLAM.
A · DEVICE · CAN TRAIN
What from the device files can go into the training set
What the device files can train
Training reads the raw 30 Hz footage from Camera0 and Camera1, totaling 20,466 frames, with 0 gaps exceeding 40 ms. Do not train with this 4 Hz preview. This is a human first-person observation,not_robot_action is true, and cannot be treated as a robot end-effector action.
Train on the 30 Hz Camera0 and Camera1 files, 20466 frames, with no gap longer than 40 ms. Do not train on this 4 Hz preview. This is a human egocentric observation. not_robot_action is true. It is not a robot end-effector action.
Binocular geometry
Stereo geometry
The 65.94 mm baseline comes from the extrinsic position difference, not a checkerboard. The pinhole horizontal field of view is approximately 117°, with no distortion applied. Until calibration is completed, only relative stereo is performed — no metric depth.
The 65.94 mm baseline is an extrinsics position difference, not a checkerboard. Pinhole horizontal field is about 117°. Distortion was not used. Until a new calibration, use relative stereo only, not metric depth.
Visual-inertial
Visual-inertial
The IMU integration start is 124.3 ms earlier than the left-eye exposure start. Gyroscope RMS median over a 5-second window is 0.352 rad/s. Magnetometer at 200 Hz; indoor magnetic interference was not separately tested. The factory alignment constants are in time_sync.json and were not applied on this page, because there is no head pose available for verification.
Accel leads the left-eye exposure start by 124.3 ms. Median 5 s gyro RMS is 0.352 rad/s. Magnetometer is 200 Hz. Indoor magnetic disturbance was not measured. Factory alignment constants are in time_sync.json and were not applied here: there is no head pose to check them.
Audio-visual
Audio
Stereo packet 0 is 96.6 ms late. Weak alignment such as keystrokes and speech is possible, but audio and video cannot be hard-aligned from 0 s.
Stereo packet 0 is 96.6 ms late. It can weakly align key clicks or speech. Do not stack audio and video at t=0.
Self-supervised footage
Self-supervised video
Hard synchronization between left and right eyes, exposure start offset p50 198 µs, suitable for representation pre-training. Hand, screen, and person bounding boxes are not labels at this layer.
The eyes are hard-synced. Exposure-start difference is 198 µs at the median. That supports representation pretraining. Hands, screens and people are not labels of this layer.
B · MODEL ESTIMATE · NOT GROUND TRUTH
707 second-level records, all estimates
707 one-second rows, all estimates
Vision records from annotated clips, one row per second. The hand is a 21-point estimate, not device joints. The bright screen is a brightness grid, not a display detector. These numbers cannot be used as ground truth.
These rows come from the annotated preview, one per second. Hands are a 21-point estimate, not device joints. Bright screens are a luminance grid, not a monitor detector. Do not treat the counts as ground truth.
525Drew the right hand within 707 secondsseconds with a drawn right hand
440Left hand drawn. Both hands simultaneously for 410 secondsseconds with a drawn left hand. Both hands: 410
642Bright-screen grid triggerseconds with a bright-screen cell
221Distant human bodies. Faces for 77 secondsseconds with a distant person. Faces: 77
Blue wall label 32 seconds, 57 frames in total. The text "SKYWORTH" appears 8 times. In the recorded weak fields, "Skyworth XR" reaches a confidence of 0.40 12 times, and the on-page "this second" is treated as adopted. Most others reaching 0.40 are fragmented characters, not object names. Cardboard boxes, doors, and keyboards/mice have no category boxes.
Blue wall marks: 32 seconds, 57 regions. SKYWORTH appears 8 times in the accepted-text field. In the weak field, Chuangwei XR reaches confidence 0.40 twelve times, and the per-second line treats that as accepted. Other strings at 0.40 are fragments, not object names. Boxes, the door, the keyboard and the mouse have no class boxes.
The following four segments were manually reviewed in the annotation preview, or gyroscope-only. Tap to jump to that second. These are not detectors, nor full-length action names.
The four windows below are a human look at the annotated preview, or gyro only. A click seeks there. They are not a detector and not action names for the whole take.
C · STILL MISSING FOR A ROBOT POLICY
What is still missing from this package for the algorithm
What each training use still lacks
The papers below are other people's requirements for data fields, not the experimental results of this segment, nor the accuracy measured on this device.
The papers below are other groups' field requirements. They are not results of this episode and not a measured accuracy of this device.
VLA / BEHAVIOR CLONING
Cannot be treated as robot motion
Not a robot action
Open X-Embodiment / RT-X (arXiv 2310.08864) binds observations together with robot actions. This section contains only human observations, with no end-effector actions, contact forces, or language instructions.
Open X-Embodiment / RT-X (arXiv 2310.08864) pairs observations with robot actions. This take has a human observation only. No end-effector action, contact force, or language instruction.
HANDS
The hand is a pseudo-label
Hands are a pseudo-label
HOT3D (CVPR 2025, arXiv 2406.09598) requires 3D hands and objects. This Vision 21-point segment has no per-joint confidence, nor any glove or MANO.
HOT3D (CVPR 2025, arXiv 2406.09598) requires 3D hands and objects. The Vision 21 points here have no per-joint confidence, and there is no glove or MANO.
NARRATION
Narration is not frame-by-frame
Narration is not per frame
Ego-Exo4D (CVPR 2024) uses dense narration. This segment of narration.jsonl is sampled approximately every 60 seconds; the method states manual sampling, not model output.
Ego-Exo4D (CVPR 2024) uses dense narration. The narration.jsonl here is a human sample about every 60 seconds, not a model output.
POSE
No world-frame trajectory
No World Trajectory
Navigation and multi-step manipulation require head pose or VIO. This segment does not have it. The bottom heading is debiased gyroscope integration; the axes have not been verified against the camera and will drift.
Navigation and multi-step manipulation need head pose or VIO. This take has neither. The heading is bias-subtracted integrated gyro. Axes were not checked against the camera, and it drifts.
DEPTH
Parallax is not grasp depth
Disparity is not grasp depth
The color block in the upper right is coarse SAD on an uncorrected fisheye image, not converted to meters using focal length and baseline. Grasp pose requires a separate checkerboard or depth camera.
The corner patch is coarse SAD on unrectified fisheye. Focal length and baseline were not converted to meters. A grasp pose requires a new checkerboard or a depth camera.
PRIVACY
Redaction Is Not Zero Missed Detections
Mosaic Is Not Zero Misses
The annotation clips cover detected faces, distant human bodies, text above 0.40, bright screens and blue wall marks. 77 seconds of faces, 221 seconds of human bodies and 642 seconds of bright screens indicate that these are common in office footage. Faint text on glass may still remain. This is not a clean stream ready for direct trading.
The annotated preview masks detected faces, distant people, text at 0.40 or above, bright screens and the blue wall mark. 77 face seconds, 221 person seconds and 642 bright-screen seconds show how often they appear. Faint glass lettering can remain. This is not a clean file ready to sell as fully masked.
FOUR USERS · ONE EPISODE
Four users, each viewing one sample
Four users, one sample each
The same segment 20260917_133640. The only difference is what you want to train with it. The numbers on the sample card all come from this segment's files, not from product specifications.
The same episode, 20260917_133640. The difference is what you train. Numbers on the cards come from this episode's files, not from a brochure.
USER A
Perception algorithms: train vision and inertial first
Perception: video and inertial first
For those working on self-supervised representation learning, binocular vision, and temporal alignment. This segment can go into the loader right now. It is a human observation, not a robot action.
For people training self-supervised video, stereo, and time alignment. This take can enter a loader now. It is a human observation, not a robot action.
Sample Card
Sample card
What to read
Camera0, Camera1, 1600×1200, 30 Hz, 20466 frames. Gaps larger than 40 ms are 0. Do not read this 4 Hz preview.
Read
Camera0 and Camera1, 1600×1200, 30 Hz, 20466 frames. No gap longer than 40 ms. Do not read this 4 Hz preview.
Time
The accelerometer starts 124.3 ms earlier than the left-eye exposure start. Audio packet 0 is 96.6 ms late. The factory alignment constants are in time_sync.json and are not applied on this page.
Time
Accel leads the left-eye exposure start by 124.3 ms. Audio packet 0 is 96.6 ms late. Factory alignment constants are in time_sync.json and were not applied on this page.
Optional
If Vision hand data is written into a sample, the source must be model_estimate. Over 707 seconds, the right hand accounts for 525 and the left hand 440; these are not device joint data.
Optional
If Vision hands are written into the sample, the source must be model_estimate. Of 707 seconds, 525 have a right hand and 440 a left hand. They are not device joints.
Not Included
Robot end-effector action, language instruction, metric depth, head pose.
Not included
Robot end-effector action, a language instruction, metric depth, or head pose.
USER B
Operation policy: first cut candidate segments
Manipulation: candidate clips first
For those who will build skill timelines later. Below are candidate windows, not already-labeled action names, nor frame-by-frame detections.
For people who will build a skill timeline later. The windows below are candidates, not finished action names and not a per-frame detector.
Sample Card
Sample card
0:00–0:44
Manually reviewed annotation preview: desk, dual monitors, keyboard and mouse. No object boxes.
0:00–0:44
A person watched the annotated preview: desk, two screens, keyboard and mouse. No object boxes.
0:45–1:21
Human-reviewed: standing up, hallway, glass door, returning to seat. Matches the gyroscope data from 0:30–1:40 (RMS 1.82 rad/s).
0:45–1:21
A person was observed: standing, corridor, glass door, sitting back down. This aligns with gyro data from 0:30–1:40 (RMS 1.82 rad/s).
2:30–8:25
The longest common horizontal gyro segment is 355 seconds. Suitable as a screen-gazing candidate. No per-second verbs.
2:30–8:25
Longest usual gyro stretch, 355 seconds. A screen-work candidate. No per-second verb.
9:55–10:05
This segment has the highest angular velocity, RMS 2.19 rad/s. This only indicates that the head-mounted device is turning; it is not a skill name.
9:55–10:05
Highest angular rate in this take, RMS 2.19 rad/s. The head is turning. That is not a skill name.
Still missing
3D hands, a single sentence of language, contact force. narration.jsonl has roughly one line every 60 seconds, sampled manually.
Still missing
3D hands, one language line, and contact force. narration.jsonl contains approximately one human sentence every 60 seconds.
USER C
3D vision: verify synchronization first, then talk meters
Geometry: check sync before meters
For those doing stereo matching. This segment can deliver relative geometry. Metric depth is not yet available because the baseline was not calibrated with a checkerboard.
For people running stereo matching. This take can hand over relative geometry. Metric depth is not here, because the baseline was not measured on a checkerboard.
Sample Card
Sample card
Baseline
65.94 mm, the positional difference in left/right extrinsics. Not a checkerboard.
Baseline
65.94 mm, the difference of the two extrinsic positions. Not a checkerboard.
Inter-eye exposure-start difference is 198 µs at the median. Mid-exposure difference is 210 µs at the median. Left exposure duration is 8.50 ms at the median, 3.96 ms at the shortest, 10.0 ms at the longest. Gain is 1024.
Field of view
Pinhole estimate approximately 117.4°. The distortion coefficients were not used. This is not the field of view shown on the product page.
Field
A pinhole estimate is about 117.4°. Distortion coefficients were not used. This is not the field of view on the product page.
Demo
The color block in the upper right is a coarse SAD on an uncorrected fisheye image, not converted to meters. It cannot be used as a depth camera.
Demo
The corner patch is coarse SAD on unrectified fisheye. It was not converted to meters. It is not a depth camera.
USER D
Procurement delivery: start with the data card and de-identification boundary
Procurement: the data card and the privacy limit
For those who need to confirm whether an order can be placed and whether the fields are clearly written. This page is the data card. The mosaic on the annotated clip is not a fully redacted, clean stream.
For people checking whether the fields are clear enough to order. This page is the data card. The mosaic on the annotated preview is not a fully cleaned stream.
Sample Card
Sample card
Identity
20260917_133640, UID d36997d92fc9, serial number 126091102913. 682.17 seconds. observation_kind is human_egocentric. not_robot_action is true.
Identity
20260917_133640, UID d36997d92fc9, serial 126091102913. 682.17 s. observation_kind is human_egocentric. not_robot_action is true.
Detected
Of the 707 second-level records, faces appear for 77 seconds, distant human bodies for 221 seconds, bright screens for 642 seconds, and blue wall signage for 32 seconds. SKYWORTH appears 8 times in the adoption text.
Detections
Of 707 one-second rows: faces 77 seconds, distant people 221, bright screens 642, blue wall marks 32. SKYWORTH appears 8 times in the accepted-text field.
Boundary
The faint lettering on the glass may still be present. Fragmented characters are not object names. Model estimates must not be written as device measurements. A separate de-identified stream must be delivered so it can be sold separately from this preview.
Limit
Faint lettering on glass can remain. Fragments are not object names. Model estimates must not be written as device measurements. A separate masked stream is required before this preview is sold as the clean file.
Files
time_sync.json is the machine-readable version of this card.
All four user types follow the same rule: read-only access to Camera0 / Camera1; IMU is 124.3 ms early, audio is 96.6 ms late; skeleton and OCR are labeled as model estimates; do not treat this segment as robot action supervision.
All four users share one rule: read only Camera0 and Camera1; IMU is 124.3 ms early and audio is 96.6 ms late; mark skeletons and OCR as model estimates; do not supervise a robot action with this take.