> For the complete documentation index, see [llms.txt](https://rotsl.gitbook.io/rotsl/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://rotsl.gitbook.io/rotsl/projects/models.md).

# Models

I use this page to collect model and dataset resources connected to Petri-dish imaging, colony segmentation, dish detection, and CFU counting workflows.

## Model and dataset relationships

```mermaid
flowchart LR
    PetriImages[Petri-dish camera images] --> DishDetection[Petri Dish YOLO ONNX]
    PetriImages --> GrayLeafSpot[grayleafspot U-Net]
    PetriImages --> CFU[CFU Colony Object Detection Models]
    DishDetection --> Boxes[Bounding-box dish locations]
    GrayLeafSpot --> Segmentation[Colony segmentation overlays]
    CFU --> Counts[Colony counting workflows]
    CFU --> Dataset[CFU counting COCO dataset]
```

## grayleafspot

**grayleafspot** PyTorch U-Net models for gray leaf spot (*Magnaporthe* and related fungal) colony segmentation on 90 mm petri-dish images.

[![Hugging Face model](https://img.shields.io/badge/Hugging%20Face-Model-f2994a?style=for-the-badge)](https://huggingface.co/rotsl/grayleafspot-segmentation)

[![Live demo](https://img.shields.io/badge/Try-Live%20Demo-2f80ed?style=for-the-badge)](https://huggingface.co/spaces/rotsl/grayleafspot-segmentation-demo)

DOI: 10.57967/hf/8416

## Petri Dish YOLO ONNX

**Petri Dish YOLO ONNX** detects round Petri dishes in camera images and returns bounding-box locations for each detected dish.

[![Hugging Face model](https://img.shields.io/badge/Hugging%20Face-Model-f2994a?style=for-the-badge)](https://huggingface.co/rotsl/petri_dish_yolo)

DOI: 10.57967/hf/9098

## CFU Colony Object Detection Models

**CFU Colony Object Detection Models** are gated PyTorch model artifacts trained to detect CFU colonies on Petri dishes for colony counting workflows.

[![Request access](https://img.shields.io/badge/Request-Model%20Access-b91c1c?style=for-the-badge)](https://huggingface.co/rotsl/cfucount-repo)

[![Dataset](https://img.shields.io/badge/Hugging%20Face-Dataset-f2994a?style=for-the-badge)](https://huggingface.co/datasets/rotsl/colony-cfu-counting-coco)

Access: The CFU count model repository is gated and requires approval before model files can be downloaded.
