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anilbhujel
/
Gilt_posture_dataset

Tasks:
Object Detection
Image Classification
Modalities:
Image
Text
Formats:
imagefolder
Sub-tasks:
multi-class-image-classification
Languages:
English
Size:
1K - 10K
Tags:
animal-behavior
pigs
rgb-d
depth-sensing
yolo
posture
Libraries:
Datasets
License:
Dataset card Data Studio Files
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Gilt posture dataset updated

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  2. README.md +64 -0
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+ *.7z filter=lfs diff=lfs merge=lfs -text
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+ *.arrow filter=lfs diff=lfs merge=lfs -text
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+ *.bin filter=lfs diff=lfs merge=lfs -text
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+ *.bz2 filter=lfs diff=lfs merge=lfs -text
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+ *.ckpt filter=lfs diff=lfs merge=lfs -text
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+ *.ftz filter=lfs diff=lfs merge=lfs -text
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+ *.gz filter=lfs diff=lfs merge=lfs -text
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+ *.h5 filter=lfs diff=lfs merge=lfs -text
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+ *.joblib filter=lfs diff=lfs merge=lfs -text
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+ *.lfs.* filter=lfs diff=lfs merge=lfs -text
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+ *.lz4 filter=lfs diff=lfs merge=lfs -text
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+ *.mds filter=lfs diff=lfs merge=lfs -text
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+ *.mlmodel filter=lfs diff=lfs merge=lfs -text
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+ *.model filter=lfs diff=lfs merge=lfs -text
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+ *.msgpack filter=lfs diff=lfs merge=lfs -text
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+ *.safetensors filter=lfs diff=lfs merge=lfs -text
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+ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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+ *.tar.* filter=lfs diff=lfs merge=lfs -text
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+ *.tar filter=lfs diff=lfs merge=lfs -text
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+ *.tflite filter=lfs diff=lfs merge=lfs -text
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+ *.zst filter=lfs diff=lfs merge=lfs -text
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+ *tfevents* filter=lfs diff=lfs merge=lfs -text
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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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+ *.raw filter=lfs diff=lfs merge=lfs -text
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+ # Audio files - compressed
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+ *.aac filter=lfs diff=lfs merge=lfs -text
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+ *.flac filter=lfs diff=lfs merge=lfs -text
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+ *.ogg filter=lfs diff=lfs merge=lfs -text
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+ *.wav filter=lfs diff=lfs merge=lfs -text
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+ # Image files - uncompressed
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+ *.gif filter=lfs diff=lfs merge=lfs -text
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+ *.png filter=lfs diff=lfs merge=lfs -text
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+ *.tiff filter=lfs diff=lfs merge=lfs -text
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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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README.md ADDED
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+ ---
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+ annotations_creators:
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+ - expert-annotated
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+ language:
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+ - en
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+ license: other
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+ multilinguality: monolingual
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+ pretty_name: Gilt Posture Recognition Dataset
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+ task_categories:
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+ - object-detection
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+ - image-classification
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+ task_ids:
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+ - face-detection
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+ - multi-class-image-classification
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+ tags:
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+ - animal-behavior
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+ - pigs
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+ - rgb-d
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+ - depth-sensing
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+ - yolo
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+ - posture
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+ ---
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+
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+ # Gilt Posture Recognition Dataset
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+
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+ - Each RGB image has a matching depth image (same filename, `.png` extension).
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+ - YOLO-format label files correspond to each image.
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+
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+ ## 🐷 Annotated Postures
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+
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+ Five postures are labeled using YOLO bounding boxes:
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+
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+ | Class Name | Class ID |
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+ |------------------|----------|
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+ | feeding | 0 |
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+ | lateral_lying | 1 |
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+ | sitting | 2 |
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+ | standing | 3 |
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+ | sternal_lying | 4 |
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+
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+ ## 📊 Class Distribution
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+
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+ Below is a histogram showing the distribution of posture classes across the dataset:
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+
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+ ![Class Histogram](assets/class_histogram.png)
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+
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+ ## 🧠 Use Cases
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+
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+ - Animal behavior monitoring
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+ - Multimodal object detection (RGB + Depth)
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+ - Precision livestock farming
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+ - Continuous tracking animal for 3 hours of video
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+
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+ ## License
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+
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+ The author has granted permission to download, use and redistribute this dataset only for research purposes.
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+
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+ ## Citation
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+
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+ Please cite as Bhujel A. et al. (2025). Gilt daily posture activity monitoring and tracking.
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+
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+ ## Contact
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+
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+ For questions or collaborations, feel free to reach out at [email protected]
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Git LFS Details

  • SHA256: 20ed780d63e9f7103215e14d5085e10a966d2cec0070f250093c1e9080efe524
  • Pointer size: 132 Bytes
  • Size of remote file: 2.27 MB
data/Color/test/images/p1c2_20250108_134305.png ADDED

Git LFS Details

  • SHA256: a9c3891b3733a4aadcdb96e9c71e66c2272d535ee9d56778bbb2571ffccaa30d
  • Pointer size: 132 Bytes
  • Size of remote file: 2.15 MB
data/Color/test/images/p1c2_20250108_134437.png ADDED

Git LFS Details

  • SHA256: b717a0a1ca0806bfe61c85536d650fc2024e1c326d33ab1b9bb8170819c6d27b
  • Pointer size: 132 Bytes
  • Size of remote file: 2.22 MB
data/Color/test/images/p1c2_20250108_134455.png ADDED

Git LFS Details

  • SHA256: 23860758929b9249dede60e3257e01f70218e441534fd9be2ec62064e78d413d
  • Pointer size: 132 Bytes
  • Size of remote file: 2.25 MB
data/Color/test/images/p1c2_20250108_134532.png ADDED

Git LFS Details

  • SHA256: 0cd82b80fbd8664f6243297e3fc6adcf154f94935514941dffeed3489ce18a0d
  • Pointer size: 132 Bytes
  • Size of remote file: 2.21 MB
data/Color/test/images/p2c1_20250108_080350.png ADDED

Git LFS Details

  • SHA256: 00c8ddcc2ee60fef5d1c0dbda0b64f9d916d7930fad96731b12219b3e98705e2
  • Pointer size: 132 Bytes
  • Size of remote file: 2.51 MB