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  1. .gitattributes +105 -0
  2. README.md +77 -0
  3. preprocessed/dataset_statistics.json +162 -0
  4. preprocessed/dataset_statistics_post_norm.json +162 -0
  5. preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_0.hdf5 +3 -0
  6. preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_0_cam_high.mp4 +3 -0
  7. preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_0_cam_left_wrist.mp4 +3 -0
  8. preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_0_cam_right_wrist.mp4 +3 -0
  9. preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_1.hdf5 +3 -0
  10. preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_1_cam_high.mp4 +3 -0
  11. preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_1_cam_left_wrist.mp4 +3 -0
  12. preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_1_cam_right_wrist.mp4 +3 -0
  13. preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_2.hdf5 +3 -0
  14. preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_2_cam_high.mp4 +3 -0
  15. preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_2_cam_left_wrist.mp4 +3 -0
  16. preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_2_cam_right_wrist.mp4 +3 -0
  17. preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_3.hdf5 +3 -0
  18. preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_3_cam_high.mp4 +3 -0
  19. preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_3_cam_left_wrist.mp4 +3 -0
  20. preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_3_cam_right_wrist.mp4 +3 -0
  21. preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_4.hdf5 +3 -0
  22. preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_4_cam_high.mp4 +3 -0
  23. preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_4_cam_left_wrist.mp4 +3 -0
  24. preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_4_cam_right_wrist.mp4 +3 -0
  25. preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_5.hdf5 +3 -0
  26. preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_5_cam_high.mp4 +3 -0
  27. preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_5_cam_left_wrist.mp4 +3 -0
  28. preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_5_cam_right_wrist.mp4 +3 -0
  29. preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_0.hdf5 +3 -0
  30. preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_0_cam_high.mp4 +3 -0
  31. preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_0_cam_left_wrist.mp4 +3 -0
  32. preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_0_cam_right_wrist.mp4 +3 -0
  33. preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_1.hdf5 +3 -0
  34. preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_1_cam_high.mp4 +3 -0
  35. preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_1_cam_left_wrist.mp4 +3 -0
  36. preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_1_cam_right_wrist.mp4 +3 -0
  37. preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_2.hdf5 +3 -0
  38. preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_2_cam_high.mp4 +3 -0
  39. preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_2_cam_left_wrist.mp4 +3 -0
  40. preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_2_cam_right_wrist.mp4 +3 -0
  41. preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_3.hdf5 +3 -0
  42. preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_3_cam_high.mp4 +3 -0
  43. preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_3_cam_left_wrist.mp4 +3 -0
  44. preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_3_cam_right_wrist.mp4 +3 -0
  45. preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_4.hdf5 +3 -0
  46. preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_4_cam_high.mp4 +3 -0
  47. preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_4_cam_left_wrist.mp4 +3 -0
  48. preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_4_cam_right_wrist.mp4 +3 -0
  49. preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_5.hdf5 +3 -0
  50. preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_5_cam_high.mp4 +3 -0
.gitattributes CHANGED
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  # Video files - compressed
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  *.mp4 filter=lfs diff=lfs merge=lfs -text
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  # Video files - compressed
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  *.mp4 filter=lfs diff=lfs merge=lfs -text
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  *.webm filter=lfs diff=lfs merge=lfs -text
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README.md ADDED
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+ # ALOHA-Cosmos-Policy
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+
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+ ## Dataset Description
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+
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+ ALOHA-Cosmos-Policy is a real-world bimanual manipulation dataset collected on the ALOHA 2 robot platform as part of the Cosmos Policy project.
6
+
7
+ ### Dataset Characteristics
8
+
9
+ - **Robot platform**: ALOHA 2 (bimanual setup with two ViperX 300 S robot arms)
10
+ - **Data type**: Real-world human-teleoperated demonstrations
11
+ - **Control frequency**: 25 Hz (reduced from the original 50 Hz to save disk space and increase training speed while maintaining smoothness)
12
+ - **Camera views**: 3 (1 top-down + 2 wrist-mounted)
13
+ - **Total demonstrations**: 185 successful demonstrations across 4 tasks
14
+ - **Data format**: HDF5 files with MP4 video compression for image observations
15
+ - **Image resolution**: 256×256 pixels (resized from the original 480×640 raw images)
16
+
17
+ ### Preprocessing
18
+
19
+ This dataset has been preprocessed from the raw ALOHA teleoperation data with the following modifications:
20
+
21
+ 1. **Image resizing**: Camera images resized from 480×640 to 256×256 pixels
22
+ 2. **Video compression**: Image sequences converted to MP4 videos (25 fps) for efficient storage
23
+ 3. **Relative actions**: Computed and stored alongside absolute actions for policy training flexibility (though only absolute actions are used in the Cosmos Policy paper)
24
+
25
+ ### Tasks and Demonstrations
26
+
27
+ | Task | # Demos | Description |
28
+ |------|---------|-------------|
29
+ | put X on plate | 80 | Place objects (purple eggplant or brown chicken wing) on a plate based on language instructions |
30
+ | fold shirt | 15 | Fold one of three T-shirts in multiple steps, testing long-horizon contact-rich manipulation |
31
+ | put candies in bowl | 45 | Collect scattered candies, testing ability to handle multimodal grasp sequences |
32
+ | put candy in ziploc bag | 45 | Open and place items in a ziploc slider bag, testing high-precision manipulation with millimeter tolerance |
33
+
34
+ ### Data Format
35
+
36
+ Each episode HDF5 file contains:
37
+ ```
38
+ # Datasets (arrays)
39
+ /observations/qpos # Joint positions, shape: (T, 14)
40
+ /observations/qvel # Joint velocities, shape: (T, 14)
41
+ /observations/effort # Joint efforts/torques, shape: (T, 14)
42
+ /observations/video_paths/ # Video file paths (strings)
43
+ cam_high # Relative path to top-down camera MP4
44
+ cam_left_wrist # Relative path to left wrist camera MP4
45
+ cam_right_wrist # Relative path to right wrist camera MP4
46
+ /action # Absolute action sequence, shape: (T, 14)
47
+ /relative_action # Relative action sequence (frame-to-frame deltas), shape: (T, 14)
48
+ ```
49
+
50
+ ### Statistics
51
+
52
+ - **Total demonstrations**: 185
53
+ - **Success rate**: 100% (only successful demonstrations included)
54
+ - **Image resolution**: 256×256×3 (RGB, resized from 480×640)
55
+ - **Action dimensions**: 14 (7 per arm: joint positions)
56
+ - **Proprioception dimensions**: 14 (7 joint angles per arm)
57
+ - **Control frequency**: 25 Hz
58
+ - **Video FPS**: 25 fps
59
+
60
+ ### ALOHA Robot Platform
61
+
62
+ This dataset was collected using a robot setup similar to the ALOHA 2 system:
63
+ - **Paper**: [ALOHA 2: An Enhanced Low-Cost Hardware for Bimanual Teleoperation](https://aloha-2.github.io/)
64
+ - **Repository**: https://github.com/tonyzhaozh/aloha/tree/main/aloha2
65
+ - **Hardware**: Two ViperX 300 S robot arms with three cameras
66
+ - **License**: MIT License
67
+
68
+ ### Citation
69
+
70
+ If you use this dataset, please cite the Cosmos Policy paper by Kim et al.
71
+ <!-- ```bibtex
72
+ # TODO: Add Cosmos Policy BibTeX
73
+ ``` -->
74
+
75
+ ### License
76
+
77
+ Creative Commons Attribution 4.0 International (CC BY 4.0)
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