Datasets:
Tasks:
Image Segmentation
Modalities:
Image
Languages:
English
Size:
1K<n<10K
Tags:
methane-detection
thermal-infrared
agriculture
semantic-segmentation
optical-gas-imaging
environmental-monitoring
License:
Upload folder using huggingface_hub
Browse files
README.md
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# Controlled Diet Dataset for Methane Plume Detection
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[](https://doi.org/10.1049/ipr2.13327)
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@@ -30,15 +106,18 @@ DOI: [10.1049/ipr2.13327](https://doi.org/10.1049/ipr2.13327)
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### Class Mapping
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- **Class
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- **Class
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- **Class
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**Mask Pixel Values:**
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-
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-
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- Pixel value
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- Pixel value
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## 📋 License
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---
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license: cc-by-4.0
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task_categories:
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- image-segmentation
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- computer-vision
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tags:
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- methane-detection
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- thermal-infrared
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- agriculture
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- semantic-segmentation
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- optical-gas-imaging
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- environmental-monitoring
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- FLIR-GF77
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- enteric-methane
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- rumen-fermentation
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size_categories:
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- 1K<n<10K
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language:
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- en
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pretty_name: Controlled Diet Dataset for Methane Plume Detection
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dataset_info:
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features:
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- name: image
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dtype: image
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- name: mask
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dtype: image
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config_name: default
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splits:
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- name: train
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num_bytes: 0
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num_examples: 3905
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- name: validation
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num_bytes: 0
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num_examples: 496
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- name: test
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num_bytes: 0
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num_examples: 484
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download_size: 0
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dataset_size: 0
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configs:
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- config_name: default
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data_files:
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- split: train
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path:
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- "data/train/images/*.png"
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- "data/train/masks/*.png"
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- split: validation
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path:
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- "data/validation/images/*.png"
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- "data/validation/masks/*.png"
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- split: test
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path:
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- "data/test/images/*.png"
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- "data/test/masks/*.png"
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class_info:
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class_mapping:
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0: "background"
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1: "control_diet" # 166-171 ppm, 50:50 F:C ratio
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2: "low_forage_diet" # 300-334 ppm, 20:80 F:C ratio
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3: "high_forage_diet" # 457-510 ppm, 80:20 F:C ratio
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pixel_to_class_mapping:
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# Note: Dataset has discrepancy between pixel values and class IDs
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0: 0 # background
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1: 1 # control_diet
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2: 3 # pixel value 2 → class 3 (high forage)
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3: 2 # pixel value 3 → class 2 (low forage)
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gc_concentration_ranges:
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1: "166-171 ppm" # Control diet
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2: "300-334 ppm" # Low forage diet
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3: "457-510 ppm" # High forage diet
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diet_descriptions:
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1: "Control (50:50 F:C ratio)"
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2: "Low Forage (20:80 F:C ratio)"
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3: "High Forage (80:20 F:C ratio)"
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---
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# Controlled Diet Dataset for Methane Plume Detection
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[](https://doi.org/10.1049/ipr2.13327)
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### Class Mapping
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- **Class 0**: Background
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- **Class 1**: Control diet methane plumes (166-171 ppm, 50:50 F:C ratio)
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- **Class 2**: Low forage diet methane plumes (300-334 ppm, 20:80 F:C ratio)
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- **Class 3**: High forage diet methane plumes (457-510 ppm, 80:20 F:C ratio)
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**Mask Pixel Values:**
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> ⚠️ **Important**: There is a discrepancy between pixel values and class IDs in the mask files:
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- Pixel value 0: Background (Class 0)
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- Pixel value 1: Control diet (Class 1)
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- Pixel value 2: **High forage diet (Class 3)** ⚠️
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- Pixel value 3: **Low forage diet (Class 2)** ⚠️
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## 📋 License
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