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README.md

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-license: mit
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+# KING2 Stickman Dataset — 10,000 images
+
+Curated dataset of **exactly 10,000** stick-figure pose images with English captions,
+built for training the **KING2-IMAGE** SDXL LoRA (`RASHID778/king2-image`, `stickman/` adapter).
+
+## Sources
+
+| Source | Contribution |
+|---|---|
+| [Deepthought42424/humanml3d_stick_figures_5_frames](https://huggingface.co/datasets/Deepthought42424/humanml3d_stick_figures_5_frames) | 29,228 motion sequences (832,864 frames scanned) — primary image source |
+| [hassanjbara/humanml3d_stick_figures](https://huggingface.co/datasets/hassanjbara/humanml3d_stick_figures) | 21 sequences (subset of the same corpus, deduplicated by sample_id) |
+| [HumanML3D texts](https://github.com/EricGuo5513/HumanML3D) | official motion descriptions used as captions (keyed by sample_id) |
+
+A wider search of Hugging Face, Kaggle and GitHub (keywords: stickman, stick figure,
+line drawing, skeleton drawing, stickman pose/action…) found **no other public dataset**
+of comparable scale and usable licensing.
+
+## Pipeline
+
+1. **Frame selection** — for every motion sequence, 3 candidate frames at 30/50/70% of
+   the motion were decoded and the highest-scoring mid-action pose kept (1 image per
+   sequence, maximizing pose diversity).
+2. **Quality scoring (1–10)** — heuristic on ink ratio, contrast (std), figure bounding-box
+   coverage and edge clipping. Only images with **score ≥ 8** were kept.
+3. **Deduplication** — exact + near-duplicate removal via 256-bit dHash with 32-bit-band
+   LSH (Hamming ≤ 12): **5,936 near-duplicates removed** (23,292 unique remained).
+4. **Standardization** — every image converted to **1024×1024, RGB, PNG** (source frames
+   are square 512×512 renders; LANCZOS upscale — lossless in practice for line art).
+5. **Captioning** — the official HumanML3D text for each motion, rewritten to stickman
+   phrasing (e.g. *"a person is taking a picture"* → *"a stickman is taking a picture,
+   simple black and white stick figure line drawing"*), plus derived action tags.
+6. **Final selection** — top 10,000 by quality score.
+
+## Structure
+
+```
+dataset/
+├── images/          10,000 × 1024×1024 RGB PNG (000000.png … 009999.png)
+├── captions/        one .txt caption per image (same basename)
+├── metadata.jsonl   file_name, caption, tags, quality_score, source, sample_id, frame_index
+└── README.md
+```
+
+## metadata.jsonl example
+
+```json
+{"file_name": "images/000000.png", "caption": "a stickman walking in a strong manner, simple black and white stick figure line drawing", "tags": ["stickman", "stick figure", "pose", "line drawing", "minimal", "black and white", "walking"], "quality_score": 10, "source": "humanml3d_stick_figures_5_frames", "sample_id": "...", "frame_index": 12}
+```
+
+## Known limitations
+
+- **Single visual style**: all images are thick-stroke skeleton renders on white —
+  no head circle, no colors, no backgrounds, no objects. For a general-purpose
+  stickman model, mix with synthetic cartoon-style stickman images
+  (see `king2_stickman_pipeline.ipynb` SDXL-Turbo generator).
+- **Single figure per image**: HumanML3D motions are single-person; no multi-figure scenes.
+- **License**: HumanML3D derives from AMASS/HumanAct12, which carry academic/research
+  licenses. The upstream HF datasets declare no explicit license. Treat this dataset as
+  **research use**; review licensing before commercial deployment.

captions/000000.txt

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+a stickman walking in a strong manner, simple black and white stick figure line drawing

captions/000001.txt

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+a stickman walks and stops, simple black and white stick figure line drawing

captions/000002.txt

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+a stickman walks forward several steps, simple black and white stick figure line drawing

captions/000003.txt

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+a stickman is really hung over, simple black and white stick figure line drawing

captions/000004.txt

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+a stickman walks at a normal pace, simple black and white stick figure line drawing

captions/000005.txt

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+a stickman walks forward before turning around and walking back, simple black and white stick figure line drawing

captions/000006.txt

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+a stickman is using a hand saw, simple black and white stick figure line drawing

captions/000007.txt

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+a stickman walks backward while staring at the floor, simple black and white stick figure line drawing

captions/000008.txt

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+a stickman walks forward slowly, simple black and white stick figure line drawing

captions/000009.txt

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+a stickman reaches towards his left hip to slide something across a table, simple black and white stick figure line drawing

captions/000010.txt

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+a stickman is kicking with his right and left foot, simple black and white stick figure line drawing

captions/000011.txt

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+a stickman raisedthe hands and put it down, simple black and white stick figure line drawing

captions/000012.txt

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+a stickman slowly walks forward, simple black and white stick figure line drawing

captions/000013.txt

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+a stickman throws something with their left hand, simple black and white stick figure line drawing

captions/000014.txt

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+a stickman does a drunk test, simple black and white stick figure line drawing

captions/000015.txt

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+a stickman is cutting a banana, simple black and white stick figure line drawing

captions/000016.txt

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+a stickman puts their left hand on their head while stumbling, simple black and white stick figure line drawing

captions/000017.txt

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+a stickman crawls on their hands and feet, then stands up, simple black and white stick figure line drawing

captions/000018.txt

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+a stickman takes a step down, simple black and white stick figure line drawing

captions/000019.txt

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+a stickman: this person slowly walks forward, simple black and white stick figure line drawing

captions/000020.txt

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+a stickman is crouched down, simple black and white stick figure line drawing

captions/000021.txt

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+a stickman is walking wobbling forward, simple black and white stick figure line drawing

captions/000022.txt

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+a stickman is doing a dance like a ballerina, simple black and white stick figure line drawing

captions/000023.txt

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+a stickman moves his right hand, simple black and white stick figure line drawing

captions/000024.txt

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+a stickman holds up their hands and moves back and forth while looking up, simple black and white stick figure line drawing

captions/000025.txt

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+a stickman slowly walked forward, and return, simple black and white stick figure line drawing

captions/000026.txt

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+a stickman: throw toss pass to heavy hamada, simple black and white stick figure line drawing

captions/000027.txt

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+a stickman stirs with the left hand, simple black and white stick figure line drawing

captions/000028.txt

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+a stickman is making hand gestures, simple black and white stick figure line drawing

captions/000029.txt

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+a stickman: this person appears to be wiping a surface with his right hand, simple black and white stick figure line drawing

captions/000030.txt

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+a stickman briskly walks in an anti counterclockwise direction, simple black and white stick figure line drawing

captions/000031.txt

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+a stickman walks forward swinging their arms, simple black and white stick figure line drawing

captions/000032.txt

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+a stickman is getting ready to throw a ball, simple black and white stick figure line drawing

captions/000033.txt

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+a stickman is taking something then throwing it, simple black and white stick figure line drawing

captions/000034.txt

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+a stickman rapidly sidesteps to the left, simple black and white stick figure line drawing

captions/000035.txt

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+a stickman gets down on all fours and crawls forward, simple black and white stick figure line drawing

captions/000036.txt

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+a stickman jumps and does a half turn counter counterclockwise, simple black and white stick figure line drawing

captions/000037.txt

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+a stickman walks in a circle, simple black and white stick figure line drawing

captions/000038.txt

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+a stickman is moving something with both arms, simple black and white stick figure line drawing

captions/000039.txt

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+a stickman walking slow diagonally to the left, simple black and white stick figure line drawing

captions/000040.txt

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+a stickman hops on one leg in a circle, simple black and white stick figure line drawing

captions/000041.txt

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+a stickman is standing there and walking around, simple black and white stick figure line drawing

captions/000042.txt

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+a stickman is singing loudly while walking forward, simple black and white stick figure line drawing

captions/000043.txt

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+a stickman stirs with his left hand, simple black and white stick figure line drawing

captions/000044.txt

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+a stickman seems to be moving an item from the left to the right, simple black and white stick figure line drawing

captions/000045.txt

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+a stickman slowly climbs up a step by holding it, and then climbs back down, simple black and white stick figure line drawing

captions/000046.txt

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+a stickman is balancing on one leg and holding the other, simple black and white stick figure line drawing

captions/000047.txt

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+a stickman swings their left arm in a circle, then swings it in a circle backwards, simple black and white stick figure line drawing