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Duplicate from MedOtter/BUSI

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Co-authored-by: Tianyu Luan <tyluan@users.noreply.huggingface.co>

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  2. README.md +99 -0
  3. data/train-00000-of-00001.parquet +3 -0
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+ # Audio files - uncompressed
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+ # Audio files - compressed
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+ # Image files - compressed
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README.md ADDED
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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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+ tags:
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+ - medical
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+ - ultrasound
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+ - breast
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+ - segmentation
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+ - busi
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+ size_categories:
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+ - n<1K
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+ ---
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+
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+ # BUSI — Breast Ultrasound Images Dataset
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+
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+ Re-hosted mirror of the Breast Ultrasound Images Dataset (Al-Dhabyani et al., 2020),
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+ collected at Baheya Hospital, Cairo, Egypt and originally distributed via the
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+ Cairo University Scholar page of co-author Aly Fahmy.
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+
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+ This mirror is intended for use with [EasyMedSeg](https://github.com/) and provides:
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+
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+ - A single canonical source (the original Cairo Univ. URL has unstable TLS).
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+ - Parquet schema with one row per image and a single binary mask.
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+ - For images with multifocal lesions, the multiple `_mask_N.png` files in the
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+ original release are merged into one binary mask via per-pixel logical OR
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+ (the convention adopted by the paper and by BUS-Set / Thomas et al. 2023).
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+
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+ ## Composition
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+
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+ | Class | Images | Multifocal cases |
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+ |-------------|-------:|-----------------:|
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+ | benign | 437 | 16 |
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+ | malignant | 210 | 1 |
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+ | normal | 133 | 0 |
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+ | **Total** | **780**| **17** |
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+
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+ Image dimensions are variable (~190–719 px, average ~500×500 px). Source release
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+ is from 2018; 600 female patients, ages 25–75; GE LOGIQ E9 / E9 Agile B-mode.
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+
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+ ## Splits
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+
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+ BUSI has **no official train/val/test split**. This release ships a single
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+ `train` split. Downstream code is expected to define its own splits
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+ (BUS-Set provides reproducible ones).
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+
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+ ## Schema
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+
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+ | Column | Type | Description |
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+ |--------------------------|-----------|------------------------------------------------------------|
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+ | `image` | `Image` | Source PNG (RGB) |
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+ | `mask` | `Image` | Binary mask (`L` mode, 0/255) — OR-merged across all mask files |
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+ | `class_label` | `string` | `"benign"` / `"malignant"` / `"normal"` |
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+ | `image_id` | `string` | e.g., `"benign (100)"` |
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+ | `has_multifocal_lesion` | `bool` | `True` if the source had >1 mask file |
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+
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+ ## Known data-quality caveats
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+
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+ Per Pawłowska et al. (2023, *Data in Brief*, [PMC10293973](https://pmc.ncbi.nlm.nih.gov/articles/PMC10293973/)):
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+ - ~235 duplicated images (~19%); 8 lesions appear in both benign and malignant folders (label leakage).
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+ - ~70 axilla (non-breast) images mis-categorized as breast.
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+ - 295 images with overlaid annotations (calipers, doppler markers, text) intersecting the lesion ROI.
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+ - ≥7 images contain a visible biopsy needle.
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+
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+ This mirror **does not modify** the source files (other than mask merging) — the
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+ above issues are inherited as-is. Cite Pawłowska et al. when reporting cleanups.
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+
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+ ## Citation
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+
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+ ```bibtex
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+ @article{Aldhabyani2020BUSI,
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+ title = {Dataset of breast ultrasound images},
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+ author = {Al-Dhabyani, Walid and Gomaa, Mohammed and Khaled, Hussein and Fahmy, Aly},
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+ journal = {Data in Brief},
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+ volume = {28},
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+ pages = {104863},
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+ year = {2020},
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+ doi = {10.1016/j.dib.2019.104863}
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+ }
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+ ```
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+
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+ <!-- licence section rendered from the MedOtter card, 2026-09-06 -->
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+ ## License
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+
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+ **CC BY 4.0**
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+
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+ Redistribution and commercial use are permitted under the terms below.
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+
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+ Source of the terms: https://pmc.ncbi.nlm.nih.gov/articles/PMC6906728/
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+
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+ Audit note (verbatim from the MedOtter dataset card):
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+
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+ > Primary source (Data in Brief 2020, Al-Dhabyani et al.) states "open access article under the CC BY license (creativecommons.org/licenses/by/4.0/)". CC BY permits free redistribution + commercial use with attribution. HF tag "other" should be cc-by-4.0; only gap is the tag/attribution notice.
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+
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+ Please cite:
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+
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+ ```
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+ Al-Dhabyani W, Gomaa M, Khaled H, Fahmy A. Dataset of breast ultrasound images. *Data in Brief*. 2019;28:104863. doi:10.1016/j.dib.2019.104863
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+ ```
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