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Datasets:
InternRobotics
/
RoboAtom

Tasks:
Robotics
Modalities:
Video
Languages:
English
Size:
100K<n<1M
ArXiv:
Tags:
robotics
atomic-actions
temporal-action-segmentation
video
License:
Dataset card Data Studio Files
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README.md DELETED
@@ -1,160 +0,0 @@
1
- ---
2
- license: mit
3
- pretty_name: RoboAtom
4
- language:
5
- - en
6
- task_categories:
7
- - robotics
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- size_categories:
9
- - 100K<n<1M
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- tags:
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- - robotics
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- - atomic-actions
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- - temporal-action-segmentation
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- - video
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- configs:
16
- - config_name: RoboAtom-Data
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- data_files:
18
- - split: train
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- path: RoboAtom-Data/roboatom_data.jsonl
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- - config_name: RoboAtom-Bench
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- default: true
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- data_files:
23
- - split: test
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- path: RoboAtom-Bench/benchmark.jsonl
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- ---
26
-
27
- # RoboAtom: Large-scale Atomic-Action Supervision for Robot Learning
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-
29
- <p align="center">
30
- <a href="https://huggingface.co/datasets/InternRobotics/RoboAtom/resolve/main/project_media/figures/roboatom-overview.png" target="_blank" rel="noopener noreferrer" title="View full-resolution overview" style="display: block; max-width: 1040px; margin: 0 auto;">
31
- <img src="https://huggingface.co/datasets/InternRobotics/RoboAtom/resolve/main/project_media/figures/roboatom-overview.png" alt="RoboAtom overview" width="1040" style="display: block; width: 100%; max-width: 1040px; height: auto; margin: 0 auto;">
32
- </a>
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- </p>
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-
35
- <p align="center">
36
- <a href="https://internrobotics.github.io/RoboAtom/" style="display: inline-block; vertical-align: middle; line-height: 0;"><img src="https://huggingface.co/datasets/InternRobotics/RoboAtom/resolve/main/project_media/badges/website.svg" alt="Project page" width="146" height="36" style="display: inline-block; margin: 0; vertical-align: middle;"></a>
37
- <a href="https://github.com/InternRobotics/RoboAtom" style="display: inline-block; vertical-align: middle; line-height: 0;"><img src="https://huggingface.co/datasets/InternRobotics/RoboAtom/resolve/main/project_media/badges/code.svg" alt="GitHub" width="112" height="36" style="display: inline-block; margin: 0; vertical-align: middle;"></a>
38
- <a href="https://arxiv.org/abs/2610.40207" style="display: inline-block; vertical-align: middle; line-height: 0;"><img src="https://huggingface.co/datasets/InternRobotics/RoboAtom/resolve/main/project_media/badges/paper.svg" alt="Paper" width="102" height="36" style="display: inline-block; margin: 0; vertical-align: middle;"></a>
39
- <a href="https://huggingface.co/datasets/InternRobotics/RoboAtom" style="display: inline-block; vertical-align: middle; line-height: 0;"><img src="https://huggingface.co/datasets/InternRobotics/RoboAtom/resolve/main/project_media/badges/data.svg" alt="Dataset" width="122" height="36" style="display: inline-block; margin: 0; vertical-align: middle;"></a>
40
- <a href="https://huggingface.co/InternRobotics/RoboAtom" style="display: inline-block; vertical-align: middle; line-height: 0;"><img src="https://huggingface.co/datasets/InternRobotics/RoboAtom/resolve/main/project_media/badges/models.svg" alt="Models" width="116" height="36" style="display: inline-block; margin: 0; vertical-align: middle;"></a>
41
- </p>
42
-
43
- ## RoboAtom-Data
44
-
45
- Time-aligned atomic-action annotations: each segment has a skill label, an action description, and frame boundaries. Each dataset has one JSONL file; `roboatom_data.jsonl` is their concatenation.
46
-
47
- | Dataset | Annotation file |
48
- | --- | --- |
49
- | Private | [Private.jsonl](https://huggingface.co/datasets/InternRobotics/RoboAtom/resolve/main/RoboAtom-Data/by_dataset/Private.jsonl) |
50
- | EBench | [EBench.jsonl](https://huggingface.co/datasets/InternRobotics/RoboAtom/resolve/main/RoboAtom-Data/by_dataset/EBench.jsonl) |
51
- | Galaxea Open-World | [Galaxea_Open-World.jsonl](https://huggingface.co/datasets/InternRobotics/RoboAtom/resolve/main/RoboAtom-Data/by_dataset/Galaxea_Open-World.jsonl) |
52
- | InternData-A1 | [InternData-A1.jsonl](https://huggingface.co/datasets/InternRobotics/RoboAtom/resolve/main/RoboAtom-Data/by_dataset/InternData-A1.jsonl) |
53
- | LIBERO | [LIBERO.jsonl](https://huggingface.co/datasets/InternRobotics/RoboAtom/resolve/main/RoboAtom-Data/by_dataset/LIBERO.jsonl) |
54
- | RoboCasa | [RoboCasa.jsonl](https://huggingface.co/datasets/InternRobotics/RoboAtom/resolve/main/RoboAtom-Data/by_dataset/RoboCasa.jsonl) |
55
- | RoboCerebra | [RoboCerebra.jsonl](https://huggingface.co/datasets/InternRobotics/RoboAtom/resolve/main/RoboAtom-Data/by_dataset/RoboCerebra.jsonl) |
56
- | RoboDojo | [RoboDojo.jsonl](https://huggingface.co/datasets/InternRobotics/RoboAtom/resolve/main/RoboAtom-Data/by_dataset/RoboDojo.jsonl) |
57
- | RoboTwin 2.0 | [RoboTwin_2.0.jsonl](https://huggingface.co/datasets/InternRobotics/RoboAtom/resolve/main/RoboAtom-Data/by_dataset/RoboTwin_2.0.jsonl) |
58
- | RH20T | [RH20T.jsonl](https://huggingface.co/datasets/InternRobotics/RoboAtom/resolve/main/RoboAtom-Data/by_dataset/RH20T.jsonl) |
59
- | AgiBot World Beta | [AgiBot_World_Beta.jsonl](https://huggingface.co/datasets/InternRobotics/RoboAtom/resolve/main/RoboAtom-Data/by_dataset/AgiBot_World_Beta.jsonl) |
60
- | AgiBot World 2026 | [AgiBot_World_2026.jsonl](https://huggingface.co/datasets/InternRobotics/RoboAtom/resolve/main/RoboAtom-Data/by_dataset/AgiBot_World_2026.jsonl) |
61
- | **All datasets** | [roboatom_data.jsonl](https://huggingface.co/datasets/InternRobotics/RoboAtom/resolve/main/RoboAtom-Data/roboatom_data.jsonl) |
62
-
63
- ```bash
64
- hf download InternRobotics/RoboAtom --repo-type dataset \
65
- --include 'RoboAtom-Data/roboatom_data.jsonl' --local-dir ./data
66
- ```
67
-
68
- ```python
69
- from datasets import load_dataset
70
-
71
- annotations = load_dataset(
72
- "InternRobotics/RoboAtom", "RoboAtom-Data", split="train", streaming=True
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- )
74
- ```
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-
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- | Fields | Meaning |
77
- | --- | --- |
78
- | `id`, `dataset`, `task_id`, `episode_index` | Trajectory and task identities |
79
- | `task`, `task_flags` | Task text and task-text flags |
80
- | `num_frames`, `fps`, `views`, `domain` | Frame count, FPS (InternData-A1: 30 mapped to 15), camera names, real/sim |
81
- | `segments` | Ordered `{start_frame, end_frame, skill, action_text}` |
82
- | `is_human_annotated` | Human-QC status: `true`, `false`, or `null` |
83
- | `public_source_url`, `public_location` | Source repository and source-relative path, or `null` |
84
-
85
- Frame indices are zero-based and both endpoints are included. The files contain annotations only; get videos and sensor data from the source datasets.
86
-
87
- Skills: `Pick`, `Place`, `Handover`, `Move`, `Open`, `Close`, `Push`, `Pull`, `Press`, `Rotate`, `Screw`, `Plug`, `Pour`, `Fill`, `Scoop`, `Stir`, `Dip`, `Shake`, `Fold`, `Tie`, `Wipe`, `Sweep`, `Wash`, `Brush`, `Cut`, `Peel`, `Strike`, `Scan`, `Throw`. An empty `skill` marks an unlabeled span.
88
-
89
- ## RoboAtom-Bench
90
-
91
- A model predicts ordered skill labels, action descriptions, and temporal boundaries for complete robot trajectories.
92
-
93
- | Subset | Trajectories | GT segments | Videos |
94
- | --- | ---: | ---: | ---: |
95
- | Short (1–4 segments) | 200 | 411 | 200 |
96
- | Medium (5–8) | 100 | 634 | 100 |
97
- | Long (9–62) | 100 | 2,302 | 100 |
98
- | Multiview | 100 | 671 | 321 |
99
- | **Total** | **500** | **4,018** | **721** |
100
-
101
- ```bash
102
- hf download InternRobotics/RoboAtom --repo-type dataset \
103
- --include 'RoboAtom-Bench/**' --local-dir ./data
104
- ```
105
-
106
- `benchmark.jsonl` holds model inputs and relative video paths; `gt.jsonl` holds `action_config` segments with the same `benchmark_id`. An input record:
107
-
108
- ```json
109
- {
110
- "benchmark_id": "benchmark:004957f135e186fb5052",
111
- "category": "short",
112
- "dataset": "RoboMIND 2.0",
113
- "task": "Transfers the tape from the board to the tray using both arms.",
114
- "fps": 30.0,
115
- "length": 242,
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- "frame_interval": "closed_inclusive",
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- "benchmark_view_mode": "singleview",
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- "evaluation_views": ["front"],
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- "model_view_key": "front",
120
- "views": {"front": "videos/004957f135e186fb5052/00_front.mp4"}
121
- }
122
- ```
123
-
124
- Validate, run inference, and score with the [RoboAtom code](https://github.com/InternRobotics/RoboAtom#quick-start-benchmark):
125
-
126
- ```bash
127
- roboatom evaluate \
128
- --gt ./data/RoboAtom-Bench/gt.jsonl \
129
- --benchmark-input ./data/RoboAtom-Bench/benchmark.jsonl \
130
- --prediction outputs/roboatom_predictions.jsonl \
131
- --protocol configs/roboatom_bench.yaml \
132
- --output-dir outputs/roboatom_evaluation
133
- ```
134
-
135
- Metrics: Micro F1 at 0.3/0.5/0.7, Skill F1@0.7, mIoU, and Edit.
136
-
137
- ## License and citation
138
-
139
- Annotations, benchmark labels, and project media are released under the MIT license. Source videos and datasets keep their own terms. Citation: [CITATION.cff](https://github.com/InternRobotics/RoboAtom/blob/main/CITATION.cff).
140
-
141
- If you use RoboAtom in your research, please cite:
142
-
143
- ```bibtex
144
- @misc{wei2026roboatomlargescaleatomicactionsupervision,
145
- title={RoboAtom: Large-scale Atomic-Action Supervision for Robot Learning},
146
- author={Xueyuan Wei and Xuanxu Wang and Xudong Li and Yuping He and Wanshui Gan and Jiaqi Peng and Wenqi Guo and Jianjun Zhou and Junting Dong and Chunhua Shen and Haoyu Guo and Mulin Yu and Tao Lu},
147
- year={2026},
148
- eprint={2610.40207},
149
- archivePrefix={arXiv},
150
- primaryClass={cs.RO},
151
- url={https://arxiv.org/abs/2610.40207},
152
- }
153
- ```
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-
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- ## To-do
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-
157
- - [ ] ABC-130k
158
- - [ ] RoboCOIN
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- - [ ] RoboMIND
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- - [ ] RoboMIND 2.0
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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