Publish Cosmos-augmented SO-101 multi-camera dataset (v2): WM pixels, real seed labels
Browse files
README.md
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---
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license: apache-2.0
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task_categories:
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- robotics
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tags:
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- lerobot
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- so101
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- world-model
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- cosmos
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- synthetic-data
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- domain-randomization
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---
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# so101_recording_20260519_000250 — Cosmos-augmented (v2, multi-camera)
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World-model-augmented [LeRobot](https://github.com/huggingface/lerobot) dataset for the **SO-101**
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arm. The camera pixels are **generated by NVIDIA Cosmos** rolled forward from real seed frames; the
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**action / observation.state labels are the seed's REAL teleoperation labels**, carried through
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unchanged. In short: **pixels are world-model-generated, labels are real.**
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- **Seed dataset:** [`ofcourseistillloveyou/so101_recording_20260519_000250`](https://huggingface.co/datasets/ofcourseistillloveyou/so101_recording_20260519_000250) — real SO-101 teleoperation
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- **Method:** Cosmos world-model roll-forward, conditioned per-camera on each real seed frame, with real label-carry
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- **Cameras:** `observation.images.front`, `observation.images.side` — each rolled out **separately**
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(Cosmos is a single-view generator) from its own real first frame, written back under its real seed key
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- **Augmentations (prompt-steered domain randomization):** lighting, distractors
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- **Episodes:** 1 · **Frames:** 97 · **fps:** 30
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- **action dim:** [6] · **observation.state dim:** [6]
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- **Task:** "Teleoperate the SO-101 arm."
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## How it was made
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Each generated trajectory conditions Cosmos on the **actual initial observation frame** of a seed
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episode and rolls the scene forward. The seed episode's per-frame `action` and `observation.state`
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vectors are carried onto the generated frames **aligned by index**, so every frame keeps a learnable,
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real `(frame -> action)` supervision signal — never zeros. The two camera views share the same
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per-frame labels (the robot supervision is camera-independent). Prompt-steered augmentations
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(lighting, distractors) vary the generated pixels while the carried labels stay invariant — the point
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of domain randomization.
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### Label fidelity (this release)
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The Cosmos rollout produced 97 frames while 93 seed label frames were loaded for conditioning, so the
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**first 93 frames carry the seed's exact per-frame labels** and the **final 4 frames hold the last
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real seed label** (standard "hold last real label when the rollout outruns the seed trajectory"
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behavior — still a real label, never zeros/garbage). Verified: both camera keys present, videos decode
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to real 704x1280 frames, and labels match the seed element-wise.
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> Provenance: pixels world-model-generated (Cosmos); labels real (from `ofcourseistillloveyou/so101_recording_20260519_000250`).
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data/chunk-000/episode_000000.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:0a9bf4066b2cb69a99a1fcdfc3068f2b11fa4dbfed7d24bb7aa719fef9e7d920
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size 5832
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meta/episodes.jsonl
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{"episode_index": 0, "tasks": ["Teleoperate the SO-101 arm."], "length": 97}
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meta/episodes_stats.jsonl
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{"episode_index": 0, "stats": {"observation.images.front": {"min": [[[0.0]], [[0.0]], [[0.0]]], "max": [[[0.984313725490196]], [[1.0]], [[1.0]]], "mean": [[[0.5641008410744804]], [[0.6411434185318926]], [[0.9397319828821876]]], "std": [[[0.11287153115428201]], [[0.12002872903400605]], [[0.13258481945591494]]], "count": [97]}, "observation.images.side": {"min": [[[0.054901960784313725]], [[0.047058823529411764]], [[0.17254901960784313]]], "max": [[[1.0]], [[1.0]], [[1.0]]], "mean": [[[0.9558022337918298]], [[0.9552056888242645]], [[0.9699149507506845]]], "std": [[[0.11199385215092642]], [[0.11923455432550718]], [[0.07375789732579019]]], "count": [97]}, "observation.state": {"min": [-4.307692527770996, -102.81318664550781, 96.43955993652344, 41.93406677246094, 11.648351669311523, 2.0212228298187256], "max": [1.494505524635315, -98.85713958740234, 96.61538696289062, 52.92307662963867, 11.648351669311523, 2.0212228298187256], "mean": [0.4259660542011261, -102.5521469116211, 96.45035552978516, 52.06117248535156, 11.648358345031738, 2.021224021911621], "std": [0.9723614454269409, 0.9273255467414856, 0.0404307022690773, 2.692631483078003, 6.67572021484375e-06, 1.1920928955078125e-06], "count": [97]}, "action": {"min": [1.5384615659713745, -103.25274658203125, 96.48351287841797, 31.604394912719727, 11.384614944458008, 1.8282989263534546], "max": [3.8241758346557617, -93.84615325927734, 96.48351287841797, 52.879119873046875, 11.472527503967285, 2.066772699356079], "mean": [1.718815803527832, -102.40448760986328, 96.48342895507812, 50.811851501464844, 11.400941848754883, 1.851245403289795], "std": [0.5541921854019165, 2.3244969844818115, 8.392333984375e-05, 5.545241355895996, 0.03417660668492317, 0.05099355801939964], "count": [97]}, "timestamp": {"min": [0.0], "max": [3.2], "mean": [1.5999999999999996], "std": [0.9333333333333333], "count": [97]}, "frame_index": {"min": [0], "max": [96], "mean": [48.0], "std": [28.0], "count": [97]}, "episode_index": {"min": [0], "max": [0], "mean": [0.0], "std": [0.0], "count": [97]}, "index": {"min": [0], "max": [96], "mean": [48.0], "std": [28.0], "count": [97]}, "task_index": {"min": [0], "max": [0], "mean": [0.0], "std": [0.0], "count": [97]}}}
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meta/info.json
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{
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meta/tasks.jsonl
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{"task_index": 0, "task": "Teleoperate the SO-101 arm."}
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videos/chunk-000/observation.images.front/episode_000000.mp4
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version https://git-lfs.github.com/spec/v1
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oid sha256:1ac80e1d9760bf3d65aadda8a1b9c2cef0974504a78f248997d4a5bef3f1d8d8
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size 702247
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videos/chunk-000/observation.images.side/episode_000000.mp4
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version https://git-lfs.github.com/spec/v1
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size 296403
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