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  1. LICENSE +21 -0
  2. README.md +222 -3
  3. data/american_football/data_splits/test.txt +37 -0
  4. data/american_football/data_splits/train.txt +86 -0
  5. data/american_football/meta-data/s_test.json +3183 -0
  6. data/american_football/meta-data/s_train.json +0 -0
  7. data/american_football/meta-data/st_test.json +3 -0
  8. data/american_football/meta-data/st_train.json +3 -0
  9. data/american_football/meta-data/t_test.json +187 -0
  10. data/american_football/meta-data/t_train.json +432 -0
  11. data/american_football/videos/0/kc_wide_clip002.mp4 +3 -0
  12. data/american_football/videos/0/kc_wide_clip004.mp4 +3 -0
  13. data/american_football/videos/0/kc_wide_clip005.mp4 +3 -0
  14. data/american_football/videos/0/kc_wide_clip007.mp4 +3 -0
  15. data/american_football/videos/0/kc_wide_clip008.mp4 +3 -0
  16. data/american_football/videos/0/kc_wide_clip009.mp4 +3 -0
  17. data/american_football/videos/0/kc_wide_clip010.mp4 +3 -0
  18. data/american_football/videos/0/kc_wide_clip011.mp4 +3 -0
  19. data/american_football/videos/0/kc_wide_clip012.mp4 +3 -0
  20. data/american_football/videos/0/kc_wide_clip015.mp4 +3 -0
  21. data/american_football/videos/0/kc_wide_clip016.mp4 +3 -0
  22. data/american_football/videos/0/kc_wide_clip018.mp4 +3 -0
  23. data/american_football/videos/0/kc_wide_clip019.mp4 +3 -0
  24. data/american_football/videos/0/kc_wide_clip022.mp4 +3 -0
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  26. data/american_football/videos/0/kc_wide_clip024.mp4 +3 -0
  27. data/american_football/videos/0/kc_wide_clip027.mp4 +3 -0
  28. data/american_football/videos/0/kc_wide_clip028.mp4 +3 -0
  29. data/american_football/videos/0/kc_wide_clip029.mp4 +3 -0
  30. data/american_football/videos/0/kc_wide_clip030.mp4 +3 -0
  31. data/american_football/videos/0/kc_wide_clip032.mp4 +3 -0
  32. data/american_football/videos/0/kc_wide_clip034.mp4 +3 -0
  33. data/american_football/videos/0/kc_wide_clip035.mp4 +3 -0
  34. data/american_football/videos/0/kc_wide_clip036.mp4 +3 -0
  35. data/american_football/videos/0/kc_wide_clip038.mp4 +3 -0
  36. data/american_football/videos/0/kc_wide_clip039.mp4 +3 -0
  37. data/american_football/videos/0/kc_wide_clip041.mp4 +3 -0
  38. data/american_football/videos/0/kc_wide_clip042.mp4 +3 -0
  39. data/american_football/videos/0/kc_wide_clip044.mp4 +3 -0
  40. data/american_football/videos/0/kc_wide_clip045.mp4 +3 -0
  41. data/american_football/videos/0/kc_wide_clip046.mp4 +3 -0
  42. data/american_football/videos/0/kc_wide_clip047.mp4 +3 -0
  43. data/american_football/videos/0/kc_wide_clip050.mp4 +3 -0
  44. data/american_football/videos/0/kc_wide_clip054.mp4 +3 -0
  45. data/american_football/videos/0/kc_wide_clip056.mp4 +3 -0
  46. data/american_football/videos/0/kc_wide_clip058.mp4 +3 -0
  47. data/american_football/videos/0/kc_wide_clip061.mp4 +3 -0
  48. data/american_football/videos/0/kc_wide_clip063.mp4 +3 -0
  49. data/american_football/videos/0/kc_wide_clip065.mp4 +3 -0
  50. data/american_football/videos/0/kc_wide_clip066.mp4 +3 -0
LICENSE ADDED
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+ Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International
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+
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+ The newly captured American Football videos, Mouse videos, and meta-data in this
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+ repository are licensed under the Creative Commons Attribution-NonCommercial-
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+ ShareAlike 4.0 International License (CC BY-NC-SA 4.0).
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+
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+ Third-party datasets and redistributed third-party videos remain governed by their
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+ original licenses and terms. UCA annotation metadata is redistributed under
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+ Apache-2.0 as stated by the official UCA repository; UCF-Crime videos are not
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+ included. See each dataset document for dataset-specific license notes.
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+
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+ For material licensed here under CC BY-NC-SA 4.0, you are free to share and
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+ adapt it for non-commercial purposes, provided that you give appropriate credit,
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+ indicate if changes were made, and distribute adaptations under the same
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+ license.
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+
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+ Full license text:
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+ https://creativecommons.org/licenses/by-nc-sa/4.0/legalcode
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+
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+ Human-readable summary:
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+ https://creativecommons.org/licenses/by-nc-sa/4.0/
README.md CHANGED
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- ---
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- license: cc-by-nc-sa-4.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ # AnyGroundBench Dataset
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+
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+ AnyGroundBench is a benchmark-style collection for temporal, spatial, and spatio-temporal grounding experiments. This repository provides unified metadata and split files for ten datasets, and includes video files only for the newly captured datasets released here.
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+
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+ ## Contents
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+
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+ The repository is organized as follows:
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+
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+ ```text
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+ .
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+ ├── data/
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+ │ └── <dataset_name>/
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+ │ ├── meta-data/
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+ │ │ ├── t_train.json
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+ │ │ ├── t_test.json
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+ │ │ ├── s_train.json
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+ │ │ ├── s_test.json
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+ │ │ ├── st_train.json
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+ │ │ └── st_test.json
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+ │ ├── data_splits/
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+ │ │ ├── train.txt
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+ │ │ └── test.txt
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+ │ └── videos/ # included only for newly captured video datasets
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+ │ ├── 0/
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+ │ └── clips4spatial/
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+ ├── dataset_doc/
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+ │ └── <dataset_name>.md
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+ ├── LICENSE
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+ └── README.md
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+ ```
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+
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+ `meta-data/` and `data_splits/` are provided for all datasets. Videos are included only for the newly captured `american_football` and `mouse` datasets released here. For all third-party datasets, videos are not redistributed; users should obtain them from the original dataset providers and place them according to the per-dataset instructions in `dataset_doc/`.
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+
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+ ## Datasets
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+
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+ All datasets include `meta-data/` and `data_splits/`. The table below only marks whether videos are included in this repository.
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+
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+ | Domain | Dataset | Videos included | Notes |
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+ | --- | --- | --- | --- |
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+ | Animal | `animal_kingdom` | | Obtain videos from the original provider |
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+ | Animal | `mouse` | ✔︎ | Newly captured videos released here |
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+ | Industry | `enigma` | | Obtain videos from the original provider |
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+ | Industry | `meccano` | | Obtain videos from the original provider |
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+ | Sports | `american_football` | ✔︎ | Newly captured videos released here |
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+ | Sports | `multisports` | | Obtain videos from the original provider |
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+ | Surgery | `cholectrack20` | | Obtain videos from the original provider |
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+ | Surgery | `egosurgery` | | Obtain images/annotations from the original EgoSurgery release |
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+ | Public Security | `dota` | | Obtain videos from the original provider |
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+ | Public Security | `uca` | | UCA annotations are redistributed under Apache-2.0; UCF-Crime videos are not included |
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+
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+ ## Metadata Format
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+
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+ Each dataset uses the same high-level metadata layout for temporal, spatial, and spatio-temporal grounding.
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+
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+ ### Temporal Grounding
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+
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+ **Files**
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+
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+ ```text
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+ meta-data/
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+ ├── t_train.json
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+ └── t_test.json
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+ ```
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+
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+ ```json
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+ {
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+ "video_name": "example_video",
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+ "temporal_range": "12.3 18.7",
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+ "text": "A description or label for the target event."
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+ }
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+ ```
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+
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+
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+ ### Spatial Grounding
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+
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+ **Files**
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+
78
+ ```text
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+ meta-data/
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+ ├── s_train.json
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+ └── s_test.json
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+ ```
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+
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+ ```json
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+ {
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+ "video_name": "example_clip",
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+ "text": "A description or label for the target object.",
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+ "fps1_frame_id_0_1_demonstration": {
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+ "tubes": [
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+ {
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+ "tube_index": 0,
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+ "bbox": {
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+ "0": [0.10, 0.20, 0.40, 0.50],
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+ "30": [0.12, 0.22, 0.42, 0.52]
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+ }
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+ }
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+ ]
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+ }
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+ }
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+ ```
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+
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+ **Bounding Boxes**
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+
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+ All datasets include the same three spatial bbox variants:
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+
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+ - `fps1_frame_id_0_1_demonstration`: frame-ID keys with normalized `[x1, y1, x2, y2]` boxes.
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+ - `fps1_timestamp_0_1000_yxyx_demonstration`: timestamp-like keys with pixel-space `[y1, x1, y2, x2]` boxes.
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+ - `fps1_timestamp_0_1000_s_demonstration`: timestamp-like keys with pixel-space `[x1, y1, x2, y2]` boxes.
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+
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+ In each variant, `bbox` maps frame or timestamp keys to bounding boxes.
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+
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+ **Video Reference**
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+
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+ `video_name` refers to:
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+
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+ ```text
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+ data/
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+ └── <dataset_name>/
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+ └── videos/
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+ └── clips4spatial/
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+ └── <video_name>.mp4
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+ ```
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+
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+ ### Spatio-Temporal Grounding
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+
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+ **Files**
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+
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+ ```text
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+ meta-data/
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+ ├── st_train.json
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+ └── st_test.json
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+ ```
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+
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+
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+ ```json
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+ {
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+ "video_name": "example_video",
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+ "temporal_range": "12.3 18.7",
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+ "text": "A description or label for the target event/object.",
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+ "meta_info": {
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+ "video_name": "example_video",
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+ "fps": 30.0,
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+ "video_length": 45.0,
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+ "width": 1920,
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+ "height": 1080
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+ },
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+ "spatio_temporal_label": {
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+ "tubes": [
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+ {
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+ "tube_index": 0,
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+ "bbox": {
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+ "369": [200.0, 300.0, 420.0, 560.0],
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+ "370": [204.0, 304.0, 424.0, 564.0]
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+ }
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+ }
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+ ]
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+ }
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+ }
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+ ```
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+
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+ **Bounding Boxes**
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+
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+ `spatio_temporal_label.tubes[*].bbox` maps frame-ID keys to pixel-space boxes in `[x1, y1, x2, y2]` format. The frame IDs are stored as JSON object keys, and the coordinates are in the pixel coordinate system of the referenced video.
164
+
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+ **Video Reference**
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+
167
+ `video_name` refers to:
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+
169
+ ```text
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+ data/
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+ └── <dataset_name>/
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+ └── videos/
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+ └── 0/
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+ └── <video_name>.mp4
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+ ```
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+
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+ ## Video Layout
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+
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+ When videos are included or reconstructed, the expected layout is:
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+
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+ ```text
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+ data/
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+ └── <dataset_name>/
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+ └── videos/
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+ ├── 0/
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+ │ └── <video_name>.mp4 # used by temporal and spatio-temporal metadata
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+ └── clips4spatial/
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+ └── <train_or_test_id>.mp4 # used by spatial metadata
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+ ```
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+
191
+ For datasets whose videos are not redistributed, create the expected `videos/` directory locally after obtaining the source data from the original provider. See `dataset_doc/<dataset_name>.md` for dataset-specific reconstruction notes.
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+
193
+ ## Dataset Documentation
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+
195
+ Detailed notes are split into separate files to keep this README compact:
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+
197
+ - [American Football](dataset_doc/american_football.md)
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+ - [Mouse](dataset_doc/mouse.md)
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+ - [Animal Kingdom](dataset_doc/animal_kingdom.md)
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+ - [CholecTrack20](dataset_doc/cholectrack20.md)
201
+ - [DoTA](dataset_doc/dota.md)
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+ - [EgoSurgery](dataset_doc/egosurgery.md)
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+ - [ENIGMA](dataset_doc/enigma.md)
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+ - [MECCANO](dataset_doc/meccano.md)
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+ - [MultiSports](dataset_doc/multisports.md)
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+ - [UCA](dataset_doc/uca.md)
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+
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+ Each file describes the original source, what this repository includes, what is intentionally not redistributed, the expected local reconstruction layout, and dataset-specific caveats.
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+
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+ ## Redistribution Policy
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+
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+ This repository releases videos only for the newly captured `american_football` and `mouse` datasets. For all third-party datasets, this repository provides metadata, split files, and documentation to help users reconstruct the expected local layout after obtaining the original data under the original provider's terms. UCA annotations are redistributed under the Apache-2.0 license as stated by the official UCA repository. The underlying UCF-Crime videos are not included in AnyGroundBench and must be obtained separately from the original UCF-Crime source. The official UCA materials describe the dataset as intended for academic and research purposes.
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+
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+ Users are responsible for complying with the licenses and usage terms of the original datasets.
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+
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+ ## License
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+
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+ The newly captured American Football videos, Mouse videos, and metadata released in this repository are licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License (CC BY-NC-SA 4.0).
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+
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+ Third-party datasets remain governed by their original licenses and terms. See each file in `dataset_doc/` for dataset-specific notes.
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+
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+ See `LICENSE` for details.
data/american_football/data_splits/test.txt ADDED
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+ kc_wide_clip005.mp4
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+ kc_wide_clip011.mp4
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+ kc_wide_clip016.mp4
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+ kc_wide_clip022.mp4
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+ kc_wide_clip030.mp4
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+ kc_wide_clip032.mp4
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+ kc_wide_clip034.mp4
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+ kc_wide_clip036.mp4
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+ kc_wide_clip039.mp4
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+ kc_wide_clip044.mp4
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+ kc_wide_clip046.mp4
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+ kc_wide_clip056.mp4
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+ kc_wide_clip061.mp4
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+ kc_wide_clip063.mp4
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+ kc_wide_clip076.mp4
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+ kc_wide_clip079.mp4
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+ kc_wide_clip081.mp4
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+ kc_wide_clip084.mp4
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+ kc_wide_clip092.mp4
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+ kc_wide_clip098.mp4
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+ kc_wide_clip100.mp4
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+ kc_wide_clip105.mp4
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+ kc_wide_clip123.mp4
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+ kc_wide_clip127.mp4
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+ kc_wide_clip128.mp4
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+ kc_wide_clip130.mp4
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+ kc_wide_clip136.mp4
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+ kc_wide_clip137.mp4
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+ kc_wide_clip151.mp4
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+ kc_wide_clip152.mp4
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+ kc_wide_clip158.mp4
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+ kc_wide_clip160.mp4
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+ kc_wide_clip176.mp4
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+ ko_wide_clip005.mp4
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+ ko_wide_clip006.mp4
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+ ko_wide_clip011.mp4
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+ ko_wide_clip015.mp4
data/american_football/data_splits/train.txt ADDED
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+ kc_wide_clip002.mp4
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+ kc_wide_clip004.mp4
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+ kc_wide_clip007.mp4
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+ kc_wide_clip008.mp4
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+ kc_wide_clip009.mp4
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+ kc_wide_clip010.mp4
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+ kc_wide_clip012.mp4
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+ kc_wide_clip015.mp4
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+ kc_wide_clip018.mp4
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+ kc_wide_clip019.mp4
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+ kc_wide_clip023.mp4
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+ kc_wide_clip024.mp4
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+ kc_wide_clip027.mp4
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+ kc_wide_clip028.mp4
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+ kc_wide_clip029.mp4
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+ kc_wide_clip035.mp4
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+ kc_wide_clip038.mp4
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+ kc_wide_clip041.mp4
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+ kc_wide_clip042.mp4
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+ kc_wide_clip045.mp4
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+ kc_wide_clip047.mp4
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+ kc_wide_clip050.mp4
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+ kc_wide_clip054.mp4
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+ kc_wide_clip058.mp4
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+ kc_wide_clip065.mp4
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+ kc_wide_clip066.mp4
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+ kc_wide_clip067.mp4
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+ kc_wide_clip072.mp4
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+ kc_wide_clip073.mp4
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+ kc_wide_clip074.mp4
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+ kc_wide_clip077.mp4
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+ kc_wide_clip078.mp4
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+ kc_wide_clip082.mp4
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+ kc_wide_clip087.mp4
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+ kc_wide_clip090.mp4
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+ kc_wide_clip091.mp4
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+ kc_wide_clip094.mp4
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+ kc_wide_clip095.mp4
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+ kc_wide_clip102.mp4
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+ kc_wide_clip109.mp4
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+ kc_wide_clip110.mp4
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+ kc_wide_clip111.mp4
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+ kc_wide_clip113.mp4
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+ kc_wide_clip115.mp4
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+ kc_wide_clip117.mp4
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+ kc_wide_clip118.mp4
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+ kc_wide_clip120.mp4
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+ kc_wide_clip122.mp4
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+ kc_wide_clip124.mp4
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+ kc_wide_clip125.mp4
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+ kc_wide_clip126.mp4
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+ kc_wide_clip129.mp4
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+ kc_wide_clip131.mp4
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+ kc_wide_clip133.mp4
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+ kc_wide_clip139.mp4
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+ kc_wide_clip141.mp4
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+ kc_wide_clip144.mp4
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+ kc_wide_clip146.mp4
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+ kc_wide_clip147.mp4
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+ kc_wide_clip153.mp4
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+ kc_wide_clip154.mp4
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+ kc_wide_clip155.mp4
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+ kc_wide_clip157.mp4
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+ kc_wide_clip163.mp4
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+ kc_wide_clip164.mp4
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+ kc_wide_clip167.mp4
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+ kc_wide_clip168.mp4
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+ kc_wide_clip173.mp4
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+ kc_wide_clip175.mp4
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+ kc_wide_clip177.mp4
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+ kc_wide_clip178.mp4
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+ kc_wide_clip180.mp4
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+ kc_wide_clip181.mp4
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+ kc_wide_clip183.mp4
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+ kc_wide_clip185.mp4
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+ kc_wide_clip188.mp4
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+ kc_wide_clip194.mp4
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+ ko_wide_clip002.mp4
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+ ko_wide_clip003.mp4
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+ ko_wide_clip004.mp4
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+ ko_wide_clip007.mp4
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+ ko_wide_clip008.mp4
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+ ko_wide_clip009.mp4
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+ ko_wide_clip012.mp4
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+ ko_wide_clip013.mp4
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+ ko_wide_clip016.mp4
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