Datasets:
Upload bacteria-ptywi from RF100
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- README.dataset.txt +11 -0
- README.md +131 -0
- README.roboflow.txt +29 -0
- data.yaml +13 -0
- test/images/Str_pne_0001_jpg.rf.24c7b55b65e8765ed31c7ba57878021d.jpg +3 -0
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- test/labels/Str_pne_0001_jpg.rf.24c7b55b65e8765ed31c7ba57878021d.txt +37 -0
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- test/labels/Str_pne_0012_jpg.rf.ab8b56d037d9d0520d927a0f0067076d.txt +82 -0
- test/labels/Str_pne_0016_jpg.rf.c68890fc8e41ae5c183e20f07a02653a.txt +48 -0
- test/labels/Str_pne_0017_jpg.rf.278fd8459446d5b7e2b3f0ae28a02aa9.txt +53 -0
- test/labels/Str_pne_0028_jpg.rf.20467d74ce904ab02300586e8726b491.txt +62 -0
- test/labels/Str_pne_0037_jpg.rf.eaab0ac003cc7e53ebc3fcfab6a2e069.txt +41 -0
- test/labels/Str_pne_0047_jpg.rf.837a6ca24ed76cd74b7382f75c7fb39f.txt +18 -0
- test/labels/Str_pne_0049_jpg.rf.f067eb713777af6f9f05e2e8b2d453c9.txt +40 -0
- test/labels/Str_pne_0052_jpg.rf.e940154908af7994b58cd9d5bbc643e5.txt +0 -0
- train/images/Str_pne_0004_jpg.rf.02ddced770a0b9b4cd0514dce7c8b55a.jpg +3 -0
- train/images/Str_pne_0005_jpg.rf.344dcb4cacaf57735a490ac0eacd5cd8.jpg +3 -0
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- train/images/Str_pne_0018_jpg.rf.598b09ee23c0cc5e481ad0c1162865ad.jpg +3 -0
- train/images/Str_pne_0019_jpg.rf.987025d71f08aa293878376b3e419914.jpg +3 -0
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- train/images/Str_pne_0024_jpg.rf.1dba38c4724434323c791ca28891827d.jpg +3 -0
- train/images/Str_pne_0027_jpg.rf.8d4769d3a19a8e65a67717921feb3fc4.jpg +3 -0
- train/images/Str_pne_0029_jpg.rf.32b551d12c1456bedd369e0018256817.jpg +3 -0
- train/images/Str_pne_0030_jpg.rf.866c87eb27822b2d1afef134c4878a90.jpg +3 -0
- train/images/Str_pne_0033_jpg.rf.7355d554ba95c90a843a9b64aa9992e7.jpg +3 -0
- train/images/Str_pne_0034_jpg.rf.55bd6a403db747dee98835399ec0364b.jpg +3 -0
- train/images/Str_pne_0036_jpg.rf.acf0753b7bb6b4a80dcc613ba162a798.jpg +3 -0
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- train/images/Str_pne_0039_jpg.rf.eee8cd680f8ff8703a48220d5e60f1f9.jpg +3 -0
- train/images/Str_pne_0040_jpg.rf.b4d0dd4402dc59c8501c55b1aa618fed.jpg +3 -0
- train/images/Str_pne_0043_jpg.rf.4fb75f09ca327063a2f3623ef89df1f4.jpg +3 -0
- train/images/Str_pne_0044_jpg.rf.db04f6160e423026b4f839643148c2ba.jpg +3 -0
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- train/images/Str_pne_0048_jpg.rf.269dc5ddf9cc6db25262839c13e7ace0.jpg +3 -0
- train/images/Str_pne_0050_jpg.rf.9c8d8fe19db83a26436a100534431abd.jpg +3 -0
README.dataset.txt
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# bacteria > release-640
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https://universe.roboflow.com/roboflow-100/bacteria-ptywi
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Provided by a Roboflow user
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License: CC BY 4.0
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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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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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Access the RF100 Github repo: https://github.com/roboflow-ai/roboflow-100-benchmark
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README.md
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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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# Bacteria Ptywi
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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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## Dataset Description
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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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## Dataset Statistics
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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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## Classes (1)
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- Str_pne
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## Usage
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### With LibreYOLO
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```python
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from libreyolo import LIBREYOLO
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# Load a model
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model = LIBREYOLO(model_path="libreyoloXnano.pt")
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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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### Download from HuggingFace
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```python
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from huggingface_hub import snapshot_download
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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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## Directory Structure
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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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## Label Format
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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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## Citation
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If you use this dataset, please cite the Roboflow 100 benchmark:
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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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## License
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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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## Acknowledgments
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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
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README.roboflow.txt
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bacteria - v1 release-640
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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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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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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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To find over 100k other datasets and pre-trained models, visit https://universe.roboflow.com
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The dataset includes 50 images.
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Bacteria are annotated in YOLOv8 format.
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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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No image augmentation techniques were applied.
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data.yaml
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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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test/images/Str_pne_0001_jpg.rf.24c7b55b65e8765ed31c7ba57878021d.jpg
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Git LFS Details
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test/images/Str_pne_0002_jpg.rf.519000ac3ee6e6acb26f04adf85f741a.jpg
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Git LFS Details
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test/images/Str_pne_0012_jpg.rf.ab8b56d037d9d0520d927a0f0067076d.jpg
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Git LFS Details
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test/images/Str_pne_0016_jpg.rf.c68890fc8e41ae5c183e20f07a02653a.jpg
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Git LFS Details
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test/images/Str_pne_0017_jpg.rf.278fd8459446d5b7e2b3f0ae28a02aa9.jpg
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Git LFS Details
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test/images/Str_pne_0028_jpg.rf.20467d74ce904ab02300586e8726b491.jpg
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Git LFS Details
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test/images/Str_pne_0037_jpg.rf.eaab0ac003cc7e53ebc3fcfab6a2e069.jpg
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Git LFS Details
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test/images/Str_pne_0047_jpg.rf.837a6ca24ed76cd74b7382f75c7fb39f.jpg
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Git LFS Details
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test/images/Str_pne_0049_jpg.rf.f067eb713777af6f9f05e2e8b2d453c9.jpg
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Git LFS Details
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test/images/Str_pne_0052_jpg.rf.e940154908af7994b58cd9d5bbc643e5.jpg
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Git LFS Details
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test/labels/Str_pne_0001_jpg.rf.24c7b55b65e8765ed31c7ba57878021d.txt
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|
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|
|
|
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|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
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|
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|
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|
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|
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|
test/labels/Str_pne_0002_jpg.rf.519000ac3ee6e6acb26f04adf85f741a.txt
ADDED
|
@@ -0,0 +1,50 @@
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|
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|
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|
|
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|
|
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|
|
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|
|
|
|
|
|
|
|
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|
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|
|
|
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|
|
|
|
|
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|
|
|
|
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|
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|
|
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|
|
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|
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|
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|
|
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|
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|
|
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|
|
|
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|
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
test/labels/Str_pne_0012_jpg.rf.ab8b56d037d9d0520d927a0f0067076d.txt
ADDED
|
@@ -0,0 +1,82 @@
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|
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|
|
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|
|
|
|
|
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|
|
|
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|
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|
|
|
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|
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
test/labels/Str_pne_0016_jpg.rf.c68890fc8e41ae5c183e20f07a02653a.txt
ADDED
|
@@ -0,0 +1,48 @@
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|
| 1 |
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|
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test/labels/Str_pne_0017_jpg.rf.278fd8459446d5b7e2b3f0ae28a02aa9.txt
ADDED
|
@@ -0,0 +1,53 @@
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|
test/labels/Str_pne_0028_jpg.rf.20467d74ce904ab02300586e8726b491.txt
ADDED
|
@@ -0,0 +1,62 @@
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|
test/labels/Str_pne_0037_jpg.rf.eaab0ac003cc7e53ebc3fcfab6a2e069.txt
ADDED
|
@@ -0,0 +1,41 @@
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|
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|
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|
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|
test/labels/Str_pne_0047_jpg.rf.837a6ca24ed76cd74b7382f75c7fb39f.txt
ADDED
|
@@ -0,0 +1,18 @@
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| 1 |
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test/labels/Str_pne_0049_jpg.rf.f067eb713777af6f9f05e2e8b2d453c9.txt
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|
@@ -0,0 +1,40 @@
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test/labels/Str_pne_0052_jpg.rf.e940154908af7994b58cd9d5bbc643e5.txt
ADDED
|
File without changes
|
train/images/Str_pne_0004_jpg.rf.02ddced770a0b9b4cd0514dce7c8b55a.jpg
ADDED
|
Git LFS Details
|
train/images/Str_pne_0005_jpg.rf.344dcb4cacaf57735a490ac0eacd5cd8.jpg
ADDED
|
Git LFS Details
|
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ADDED
|
Git LFS Details
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ADDED
|
Git LFS Details
|
train/images/Str_pne_0011_jpg.rf.fa52737691ae6ec1952027961d3ca19c.jpg
ADDED
|
Git LFS Details
|
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ADDED
|
Git LFS Details
|
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Git LFS Details
|
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Git LFS Details
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ADDED
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Git LFS Details
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ADDED
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Git LFS Details
|
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ADDED
|
Git LFS Details
|
train/images/Str_pne_0027_jpg.rf.8d4769d3a19a8e65a67717921feb3fc4.jpg
ADDED
|
Git LFS Details
|
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ADDED
|
Git LFS Details
|
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ADDED
|
Git LFS Details
|
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ADDED
|
Git LFS Details
|
train/images/Str_pne_0034_jpg.rf.55bd6a403db747dee98835399ec0364b.jpg
ADDED
|
Git LFS Details
|
train/images/Str_pne_0036_jpg.rf.acf0753b7bb6b4a80dcc613ba162a798.jpg
ADDED
|
Git LFS Details
|
train/images/Str_pne_0038_jpg.rf.43f33dba8ea19568163974272d1a4641.jpg
ADDED
|
Git LFS Details
|
train/images/Str_pne_0039_jpg.rf.eee8cd680f8ff8703a48220d5e60f1f9.jpg
ADDED
|
Git LFS Details
|
train/images/Str_pne_0040_jpg.rf.b4d0dd4402dc59c8501c55b1aa618fed.jpg
ADDED
|
Git LFS Details
|
train/images/Str_pne_0043_jpg.rf.4fb75f09ca327063a2f3623ef89df1f4.jpg
ADDED
|
Git LFS Details
|
train/images/Str_pne_0044_jpg.rf.db04f6160e423026b4f839643148c2ba.jpg
ADDED
|
Git LFS Details
|
train/images/Str_pne_0045_jpg.rf.4dce072d18425387e59d9872dedf15c5.jpg
ADDED
|
Git LFS Details
|
train/images/Str_pne_0046_jpg.rf.e1f6ad522b1186b24ec8447b3e779ee7.jpg
ADDED
|
Git LFS Details
|
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ADDED
|
Git LFS Details
|
train/images/Str_pne_0050_jpg.rf.9c8d8fe19db83a26436a100534431abd.jpg
ADDED
|
Git LFS Details
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