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@@ -32,3 +32,54 @@ processing_description: Filtered missing body keypoint annotations, reformatted
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  source_datasets:
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  - extended
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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  source_datasets:
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  - extended
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  ---
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+
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+ ![image/webp](https://cdn-uploads.huggingface.co/production/uploads/647777304ae93470ffc28913/kZIoNBVWOVhXnJVvDu1HH.webp)
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+
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+ # Dataset Card for the PoseText Dataset
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+
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+ The PoseText Dataset can be used to enhance vision-language model performance in the task of human pose estimation.
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+
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+ ## Dataset Details
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+
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+ ### Dataset Description
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+
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+ Parsing body keypoints from the [Voxel51/MPII_Human_Pose_Dataset](https://huggingface.co/datasets/Voxel51/MPII_Human_Pose_Dataset), parsing into a text-based format used in [Molmo](https://huggingface.co/allenai/Molmo-7B-O-0924/discussions/1)
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+
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+ ```python
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+ import re
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+ import numpy as np
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+
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+ def extract_points(molmo_output, image_w, image_h):
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+ all_points = []
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+ for match in re.finditer(r'x\d*="\s*([0-9]+(?:\.[0-9]+)?)"\s+y\d*="\s*([0-9]+(?:\.[0-9]+)?)"', molmo_output):
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+ try:
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+ point = [float(match.group(i)) for i in range(1, 3)]
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+ except ValueError:
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+ pass
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+ else:
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+ point = np.array(point)
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+ if np.max(point) > 100:
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+ # Treat as an invalid output
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+ continue
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+ point /= 100.0
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+ point = point * np.array([image_w, image_h])
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+ all_points.append(point)
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+ return all_points
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+ ```
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+
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+ - **Curated by:** [remyx.ai]
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+ - **Language(s) (NLP):** [en]
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+
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+ ## Citation
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+ If you found this resource useful, please consider citing:
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+ ```
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+ @misc{posetext2024,
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+ title={PoseText},
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+ author={Terry Rodriguez and Salma Mayorquin},
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+ organization={Remyx AI},
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+ year={2024},
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+ month={September},
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+ note = {Dataset},
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+ url = {https://huggingface.co/datasets/salma-remyx/PoseText}
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+ }
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+ ```