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Upload bacteria-ptywi from RF100

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  1. README.dataset.txt +11 -0
  2. README.md +131 -0
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README.dataset.txt ADDED
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+ # bacteria > release-640
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+ https://universe.roboflow.com/roboflow-100/bacteria-ptywi
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+
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+ Provided by a Roboflow user
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+ License: CC BY 4.0
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+
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+ This dataset was originally created by [Terada Shoma](https://universe.roboflow.com/terada-shoma/). To see the current project, which may have been updated since this version, please go here: https://universe.roboflow.com/terada-shoma/gram-positive-bacteria.
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+
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+ This dataset is part of [RF100](https://rf100.org), an [Intel-sponsored](https://www.intel.com/) initiative to create a new object detection benchmark for model generalizability.
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+
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+ Access the RF100 Github repo: https://github.com/roboflow-ai/roboflow-100-benchmark
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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+ - object-detection
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+ tags:
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+ - roboflow
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+ - roboflow-100
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+ - rf100
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+ - yolo
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+ - libreyolo
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+ - microscopic
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+ - computer-vision
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+ - bounding-box
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+ pretty_name: "Bacteria Ptywi"
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+ size_categories:
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+ - 1K<n<10K
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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: label
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+ dtype: string
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+ splits:
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+ - name: train
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+ num_examples: 30
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+ - name: validation
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+ num_examples: 10
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+ - name: test
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+ num_examples: 10
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+ ---
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+
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+ # Bacteria Ptywi
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+
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+ This dataset is part of the **Roboflow 100** benchmark, a diverse collection of 100 object detection datasets spanning 7 imagery domains.
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+
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+ ## Dataset Description
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+
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+ - **Source:** [Roboflow 100](https://github.com/roboflow/roboflow-100-benchmark)
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+ - **Category:** Microscopic
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+ - **License:** CC-BY-4.0
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+ - **Format:** YOLO (LibreYOLO compatible)
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+ - **Mirrored on:** 2026-01-21
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+
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+ ## Dataset Statistics
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+
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+ | Split | Images |
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+ |-------|--------|
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+ | Train | 30 |
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+ | Validation | 10 |
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+ | Test | 10 |
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+ | **Total** | **50** |
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+
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+ ## Classes (1)
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+
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+ - Str_pne
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+
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+ ## Usage
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+
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+ ### With LibreYOLO
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+
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+ ```python
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+ from libreyolo import LIBREYOLO
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+
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+ # Load a model
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+ model = LIBREYOLO(model_path="libreyoloXnano.pt")
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+
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+ # Train on this dataset
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+ model.train(data='path/to/data.yaml', epochs=100)
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+ ```
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+
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+ ### Download from HuggingFace
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+
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+ ```python
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+ from huggingface_hub import snapshot_download
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+
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+ # Download the dataset
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+ snapshot_download(
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+ repo_id="Libre-YOLO/bacteria-ptywi",
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+ repo_type="dataset",
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+ local_dir="./bacteria-ptywi"
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+ )
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+ ```
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+
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+ ## Directory Structure
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+
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+ ```
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+ bacteria-ptywi/
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+ ├── data.yaml # Dataset configuration
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+ ├── README.md # This file
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+ ├── train/
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+ │ ├── images/ # Training images
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+ │ └── labels/ # Training labels (YOLO format)
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+ ├── valid/
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+ │ ├── images/ # Validation images
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+ │ └── labels/ # Validation labels
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+ └── test/
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+ ├── images/ # Test images (if available)
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+ └── labels/ # Test labels
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+ ```
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+
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+ ## Label Format
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+
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+ Labels are in YOLO format (one `.txt` file per image):
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+ ```
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+ <class_id> <x_center> <y_center> <width> <height>
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+ ```
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+ All coordinates are normalized to [0, 1].
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+
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+ ## Citation
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+
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+ If you use this dataset, please cite the Roboflow 100 benchmark:
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+
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+ ```bibtex
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+ @misc{rf100_2022,
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+ Author = {Floriana Ciaglia and Francesco Saverio Zuppichini and Paul Guerrie and Mark McQuade and Jacob Solawetz},
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+ Title = {Roboflow 100: A Rich, Multi-Domain Object Detection Benchmark},
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+ Year = {2022},
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+ Eprint = {arXiv:2211.13523},
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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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+ This dataset is released under the **CC-BY-4.0** license.
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+ Please check the original source for any additional terms.
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+
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+ ## Acknowledgments
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+
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+ - Original dataset from [Roboflow Universe](https://universe.roboflow.com/roboflow-100/bacteria-ptywi)
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+ - Part of the [Roboflow 100 Benchmark](https://www.rf100.org/)
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+ - Sponsored by Intel
README.roboflow.txt ADDED
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+
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+ bacteria - v1 release-640
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+ ==============================
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+
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+ This dataset was exported via roboflow.com on April 3, 2023 at 9:53 PM GMT
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+
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+ Roboflow is an end-to-end computer vision platform that helps you
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+ * collaborate with your team on computer vision projects
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+ * collect & organize images
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+ * understand and search unstructured image data
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+ * annotate, and create datasets
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+ * export, train, and deploy computer vision models
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+ * use active learning to improve your dataset over time
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+
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+ For state of the art Computer Vision training notebooks you can use with this dataset,
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+ visit https://github.com/roboflow/notebooks
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+
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+ To find over 100k other datasets and pre-trained models, visit https://universe.roboflow.com
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+
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+ The dataset includes 50 images.
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+ Bacteria are annotated in YOLOv8 format.
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+
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+ The following pre-processing was applied to each image:
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+ * Auto-orientation of pixel data (with EXIF-orientation stripping)
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+ * Resize to 640x640 (Stretch)
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+
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+ No image augmentation techniques were applied.
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+
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+
data.yaml ADDED
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+ names:
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+ - Str_pne
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+ nc: 1
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+ path: .
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+ roboflow:
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+ license: CC BY 4.0
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+ project: bacteria-ptywi
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+ url: https://universe.roboflow.com/roboflow-100/bacteria-ptywi/dataset/1
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+ version: 1
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+ workspace: roboflow-100
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+ test: test/images
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+ train: train/images
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+ val: valid/images
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