diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..6429553e9ad99c12a10a39e5d8beaa9b61990ca0 --- /dev/null +++ b/README.md @@ -0,0 +1,104 @@ +--- +license: mit +task_categories: + - image-segmentation + - object-detection +tags: + - yolo + - phytoplankton + - pseudo-nitzschia + - ifcb + - cell-counting + - instance-segmentation + - marine-biology + - ecology +pretty_name: Pseudo-nitzschia Cell Segmentation Dataset +size_categories: + - n<1K +--- + +# Pseudo-nitzschia Cell Segmentation Dataset + +Instance segmentation dataset for counting individual *Pseudo-nitzschia* cells in chain colonies imaged by the Imaging FlowCytobot (IFCB). + +## Dataset Description + +*Pseudo-nitzschia* is a genus of harmful algal bloom (HAB) forming diatoms. Cells grow in stepped chains, making individual cell counting challenging. This dataset provides polygon annotations of individual cells within chain colonies, enabling automated cell counting via instance segmentation. + +Images were collected by **IFCB104** at the Santa Cruz Municipal Wharf, Monterey Bay, California. + +## Dataset Structure + +``` +data/ + images/ # 302 grayscale PNG images of Pseudo-nitzschia chains + labels/ # 301 YOLO polygon segmentation label files +train.txt # 180 images +val.txt # 60 images +test.txt # 61 images +instances_default.json # COCO-format annotations (original CVAT export) +``` + +## Annotation Format + +Labels are in **YOLO polygon segmentation** format: + +``` +class_id x1 y1 x2 y2 x3 y3 ... xn yn +``` + +- `class_id`: always `0` (single class: `Pseudo_nitzschia_cell`) +- Coordinates are normalized to `[0, 1]` +- Each line represents one cell polygon +- Multiple lines per file = multiple cells in the image + +## Class Information + +| ID | Name | Description | +|----|------|-------------| +| 0 | `Pseudo_nitzschia_cell` | Individual cell within a chain colony | + +## Statistics + +- **Total images:** 302 +- **Annotated images:** 301 (with at least one cell polygon) +- **Train/Val/Test split:** 180 / 60 / 61 +- **Image format:** Grayscale PNG (variable dimensions, typically ~600x50 px) +- **Source instrument:** IFCB104 (Imaging FlowCytobot) + +## Usage with YOLO + +```yaml +# cell_seg.yaml +path: ./data +train: ../train.txt +val: ../val.txt +test: ../test.txt +nc: 1 +names: + 0: Pseudo_nitzschia_cell +``` + +```bash +yolo segment train data=cell_seg.yaml model=yolo11s-seg.pt epochs=100 +``` + +## Source + +- **Instrument:** [IFCB104 - Santa Cruz Municipal Wharf](https://ifcb.caloos.org/timeline?dataset=santa-cruz-municipal-wharf) +- **Annotation tool:** CVAT +- **Associated model:** [patcdaniel/pseudo-nitzschia-yolo11s-seg](https://huggingface.co/patcdaniel/pseudo-nitzschia-yolo11s-seg) + +## Citation + +If you use this dataset, please cite: + +```bibtex +@dataset{pseudo_nitzschia_cell_seg, + author = {Daniel, Patrick C.}, + title = {Pseudo-nitzschia Cell Segmentation Dataset}, + year = {2025}, + publisher = {Hugging Face}, + url = {https://huggingface.co/datasets/patcdaniel/pseudo-nitzschia-cell-segmentation} +} +``` diff --git a/data/images/D20160707T205344_IFCB104_00270.png b/data/images/D20160707T205344_IFCB104_00270.png new file mode 100644 index 0000000000000000000000000000000000000000..3f669df19ec108c493a492d77a42d083e502d345 --- /dev/null +++ b/data/images/D20160707T205344_IFCB104_00270.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:95b0e0c19ea09f74358f0257bfb4580ca66fcdbcec239584c055ababbbbed5aa +size 17058 diff --git a/data/images/D20160707T205344_IFCB104_00321.png b/data/images/D20160707T205344_IFCB104_00321.png new file mode 100644 index 0000000000000000000000000000000000000000..6dc524190c96f81c54bb6045d0d3d2f3b5456a1a --- /dev/null +++ b/data/images/D20160707T205344_IFCB104_00321.png @@ -0,0 +1,3 @@ +version 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