Commit ·
947ee22
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Parent(s):
Super-squash branch 'main' using huggingface_hub
Browse files- .gitattributes +60 -0
- README.md +153 -0
- example.mp4 +3 -0
- shards/2000/shard_000000.tar +3 -0
- shards/2000/shard_000001.tar +3 -0
- shards/2000/shard_000002.tar +3 -0
- shards/2000/shard_000003.tar +3 -0
- shards/2000/shard_000004.tar +3 -0
- shards/2000/shard_000005.tar +3 -0
- shards/2000/shard_000006.tar +3 -0
- shards/2000/shard_000007.tar +3 -0
- shards/2000/shard_000008.tar +3 -0
- shards/2000/shard_000009.tar +3 -0
- shards/500/shard_000000.tar +3 -0
- shards/500/shard_000001.tar +3 -0
- shards/500/shard_000002.tar +3 -0
- shards/500/shard_000003.tar +3 -0
- shards/500/shard_000004.tar +3 -0
- shards/500/shard_000005.tar +3 -0
- shards/500/shard_000006.tar +3 -0
- shards/500/shard_000007.tar +3 -0
- shards/500/shard_000008.tar +3 -0
- shards/500/shard_000009.tar +3 -0
- shards/750/shard_000000.tar +3 -0
- shards/750/shard_000001.tar +3 -0
- shards/750/shard_000002.tar +3 -0
- shards/750/shard_000003.tar +3 -0
- shards/750/shard_000004.tar +3 -0
- shards/750/shard_000005.tar +3 -0
- shards/750/shard_000006.tar +3 -0
- shards/750/shard_000007.tar +3 -0
- shards/750/shard_000008.tar +3 -0
- shards/750/shard_000009.tar +3 -0
- shards/all/shard_000000.tar +3 -0
- shards/all/shard_000001.tar +3 -0
- shards/all/shard_000002.tar +3 -0
- shards/all/shard_000003.tar +3 -0
- shards/all/shard_000004.tar +3 -0
- shards/all/shard_000005.tar +3 -0
- shards/all/shard_000006.tar +3 -0
- shards/all/shard_000007.tar +3 -0
- shards/all/shard_000008.tar +3 -0
- shards/all/shard_000009.tar +3 -0
- videos.tar +3 -0
- videos.tar.index.json +3 -0
.gitattributes
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# Audio files - uncompressed
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*.pcm filter=lfs diff=lfs merge=lfs -text
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*.sam filter=lfs diff=lfs merge=lfs -text
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# Audio files - compressed
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# Image files - compressed
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*.jpg filter=lfs diff=lfs merge=lfs -text
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*.jpeg filter=lfs diff=lfs merge=lfs -text
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*.webp 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
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| 1 |
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---
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| 2 |
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license: cc-by-nc-sa-4.0
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task_categories:
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- video-classification
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- image-classification
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language:
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- fr
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tags:
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- sign_language
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- sign_language_processing
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- sign_language_recognition
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- isolated_sign_language_recognition
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- computer_vision
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- natural_language_processing
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pretty_name: LSFB-ISOL (Isolated French Belgian Sign Language Dataset)
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configs:
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- config_name: "500"
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data_files:
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- split: train
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path:
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- "shards/500/shard_000003.tar"
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- "shards/500/shard_000004.tar"
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| 23 |
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- "shards/500/shard_000005.tar"
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| 24 |
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- "shards/500/shard_000006.tar"
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- "shards/500/shard_000007.tar"
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- "shards/500/shard_000008.tar"
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- "shards/500/shard_000009.tar"
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- split: validation
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path:
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- "shards/500/shard_000001.tar"
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- "shards/500/shard_000002.tar"
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- split: test
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path: "shards/500/shard_000000.tar"
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- config_name: "750"
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data_files:
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- split: train
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path:
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| 38 |
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- "shards/750/shard_000003.tar"
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| 39 |
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- "shards/750/shard_000004.tar"
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| 40 |
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- "shards/750/shard_000005.tar"
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| 41 |
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- "shards/750/shard_000006.tar"
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| 42 |
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- "shards/750/shard_000007.tar"
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| 43 |
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- "shards/750/shard_000008.tar"
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- "shards/750/shard_000009.tar"
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- split: validation
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path:
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| 47 |
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- "shards/750/shard_000001.tar"
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| 48 |
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- "shards/750/shard_000002.tar"
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| 49 |
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- split: test
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path: "shards/750/shard_000000.tar"
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- config_name: "2000"
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| 52 |
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data_files:
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| 53 |
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- split: train
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path:
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| 55 |
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- "shards/2000/shard_000003.tar"
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| 56 |
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- "shards/2000/shard_000004.tar"
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| 57 |
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- "shards/2000/shard_000005.tar"
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| 58 |
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- "shards/2000/shard_000006.tar"
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| 59 |
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- "shards/2000/shard_000007.tar"
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| 60 |
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- "shards/2000/shard_000008.tar"
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| 61 |
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- "shards/2000/shard_000009.tar"
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| 62 |
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- split: validation
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| 63 |
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path:
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| 64 |
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- "shards/2000/shard_000001.tar"
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| 65 |
+
- "shards/2000/shard_000002.tar"
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| 66 |
+
- split: test
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| 67 |
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path: "shards/2000/shard_000000.tar"
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| 68 |
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- config_name: all
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| 69 |
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data_files:
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| 70 |
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- split: train
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| 71 |
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path:
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| 72 |
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- "shards/all/shard_000003.tar"
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| 73 |
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- "shards/all/shard_000004.tar"
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| 74 |
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- "shards/all/shard_000005.tar"
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| 75 |
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- "shards/all/shard_000006.tar"
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| 76 |
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- "shards/all/shard_000007.tar"
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| 77 |
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- "shards/all/shard_000008.tar"
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| 78 |
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- "shards/all/shard_000009.tar"
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| 79 |
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- split: validation
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| 80 |
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path:
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| 81 |
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- "shards/all/shard_000001.tar"
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| 82 |
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- "shards/all/shard_000002.tar"
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| 83 |
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- split: test
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| 84 |
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path: "shards/all/shard_000000.tar"
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| 85 |
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---
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| 86 |
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| 87 |
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# LSFB-ISOL: Isolated French Belgian Sign Language Dataset
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| 88 |
+
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| 89 |
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LSFB-ISOL is the **isolated-sign** subset of the [LSFB corpus](https://www.corpus-lsfb.be/): one pre-segmented, single-sign clip per sample, extracted from the continuous ([lsfb-cont](https://huggingface.co/datasets/ppoitier/lsfb-cont)) recordings. It is built for **Isolated Sign Language Recognition (ISLR)**.
|
| 90 |
+
|
| 91 |
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<video controls src="https://huggingface.co/datasets/ppoitier/lsfb-isol/resolve/main/example.mp4" width="360"></video>
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| 92 |
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|
| 93 |
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## Dataset structure
|
| 94 |
+
|
| 95 |
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The dataset is distributed as [WebDataset](https://github.com/webdataset/webdataset) `.tar` shards, split into four vocabulary-size variants that share the same underlying data:
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| 96 |
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|
| 97 |
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| Variant | Vocabulary |
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| 98 |
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|---|---|
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| 99 |
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| `500` | 500 most frequent signs |
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| 100 |
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| `750` | 750 most frequent signs |
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| 101 |
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| `2000` | 2000 most frequent signs |
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| 102 |
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| `all` | Full vocabulary |
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| 103 |
+
|
| 104 |
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Each variant is split into `train` (shards 3-9), `validation` (shards 1-2) and `test` (shard 0).
|
| 105 |
+
|
| 106 |
+
Each sample is keyed by a clip id (e.g. `CLSFBI0301A_S008_B_12100_12437`) and contains:
|
| 107 |
+
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- `pose.<body_part>.npy` — keypoint sequence for one body part (`upper_pose`, `left_hand`, `right_hand`, `lips`, `left_eye`, `right_eye`, `left_eyebrow`, `right_eyebrow`, `left_iris`, `right_iris`)
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| 109 |
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- `label.txt` / `label.idx` — the sign gloss (e.g. `bonjour`) and its class index
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| 110 |
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- `signer.txt` — anonymized signer id (e.g. `S008`)
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| 111 |
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- `language.txt` — always `lsfb`
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| 112 |
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- `boundaries.json` — `start_ms` / `end_ms` / `start_frame` / `end_frame` of the clip within its parent recording
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| 113 |
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- `linguistic_metadata.json` — `gloss`, `lemma`, `sign_type`
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| 114 |
+
- `parent.txt` — id of the source continuous recording (see [lsfb-cont](https://huggingface.co/datasets/ppoitier/lsfb-cont))
|
| 115 |
+
|
| 116 |
+
Raw video clips are stored separately in `videos.tar`, indexed by `videos.tar.index.json` (byte offset/length per clip), so a single clip can be extracted without downloading the whole archive. `example.mp4` is a preview clip.
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| 117 |
+
|
| 118 |
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## Usage
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| 119 |
+
|
| 120 |
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This dataset is designed to be loaded with [sign-language-data-loading](https://github.com/ppoitier/sign-language-data-loading) (`sldl`, [PyPI](https://pypi.org/project/sign-language-data-loading/)), which reads the WebDataset shards directly and handles pose/video decoding, windowing and target encoding:
|
| 121 |
+
|
| 122 |
+
```bash
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| 123 |
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pip install sign-language-data-loading
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| 124 |
+
```
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| 125 |
+
|
| 126 |
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```python
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| 127 |
+
from sldl import SignLanguageDataset
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| 128 |
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from sldl.configs import LSFBIsolConfig
|
| 129 |
+
|
| 130 |
+
dataset = SignLanguageDataset.from_config(
|
| 131 |
+
LSFBIsolConfig(
|
| 132 |
+
root="path/to/lsfb-isol", # local clone or download of this repo
|
| 133 |
+
variant="500",
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| 134 |
+
split="training",
|
| 135 |
+
)
|
| 136 |
+
)
|
| 137 |
+
|
| 138 |
+
sample = dataset[0]
|
| 139 |
+
print(sample["label"]) # e.g. "bonjour"
|
| 140 |
+
print(sample["poses"]["upper_pose"].shape)
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| 141 |
+
```
|
| 142 |
+
|
| 143 |
+
Pose/annotation transforms (e.g. converting sign boundaries to frame labels) are provided by [sign-language-tools](https://github.com/ppoitier/sign-language-tools) (`slt`, [PyPI](https://pypi.org/project/sign-language-tools/)), which `sldl`'s target encoders build on.
|
| 144 |
+
|
| 145 |
+
## License
|
| 146 |
+
|
| 147 |
+
This dataset is distributed under [CC BY-NC-SA 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/).
|
| 148 |
+
|
| 149 |
+
## Related projects
|
| 150 |
+
|
| 151 |
+
- [sign-language-data-loading](https://github.com/ppoitier/sign-language-data-loading) ([PyPI](https://pypi.org/project/sign-language-data-loading/)) — PyTorch-friendly data loading for sign language datasets stored as WebDataset shards; this dataset's intended loader.
|
| 152 |
+
- [sign-language-tools](https://github.com/ppoitier/sign-language-tools) ([PyPI](https://pypi.org/project/sign-language-tools/)) — pose and annotation transforms for sign language processing.
|
| 153 |
+
- [lsfb-cont](https://huggingface.co/datasets/ppoitier/lsfb-cont) — the continuous (untrimmed) counterpart of this dataset, useful for Continuous Sign Language Recognition (CSLR) and Sign Language Segmentation (SLS).
|
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