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+ ---
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+ license: other
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+ task_categories:
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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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+ - background
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+ - no-animal
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+ - classification
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+ pretty_name: Animal Classification (Background)
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+ size_categories:
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+ - 10K<n<100K
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+ ---
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+
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+ # Background Dataset — `Horama/classif_background`
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+
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+ ![Task](https://img.shields.io/badge/task-image--classification-blue)
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+ ![Type](https://img.shields.io/badge/class-null-lightgrey)
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+
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+ Dataset of images **without animals**, used as a background class.
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+
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+ This dataset is part of the merged dataset:
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+ 👉 `Horama/classif_merged_187`
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+
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+ ---
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+
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+ ## Dataset Summary
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+
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+ - Images with no animals present
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+ - Label: `null`
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+
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+ ---
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+
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+ ## Intended Use
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+
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+ - Train models to predict **“no animal”**
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+ - Reduce false positives
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+ - Improve classifier robustness
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+
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+ ---
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+
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+ ## Data Source
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+
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+ - Derived from COCO dataset
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+
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+ ---
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+
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+ ## Splits
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+
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+ Predefined splits are preserved from the original dataset.
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+
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+ ---
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+
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+ ## Data Processing
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+
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+ Same preprocessing pipeline as:
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+ 👉 `Horama/classif_merged_187`
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+
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+ ---
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+
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+ ## Dataset Structure
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+
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+ Data is stored as **zstd-compressed Parquet shards**.
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+
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+ Images are stored as **raw bytes** and decoded on-the-fly.
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+
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+ ---
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+
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+ ## Row format
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+
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+ ```python
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+ {
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+ "image": <PIL Image>, # stored as raw bytes
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+ "label": "null",
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+ "distance": str,
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+ }
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+ ```
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+
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+ ---
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+
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+ ## Biases & Limitations
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+ May not reflect real-world negative samples
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+ Distribution differs from production pipeline
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+
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+ ---
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+
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+ ## Ethical Considerations
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+ Inherits constraints from COCO dataset
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+
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+ ---
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+
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+ ## License
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+
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+ Follows COCO dataset licensing.