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  1. README.dataset.txt +11 -0
  2. README.md +142 -0
  3. README.roboflow.txt +29 -0
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README.dataset.txt ADDED
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+ # vehicles > release-640
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+ https://universe.roboflow.com/roboflow-100/vehicles-q0x2v
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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 [Yudha Bhakti Nugraha and Kris](https://universe.roboflow.com/7-class/). To see the current project, which may have been updated since this version, please go here: https://universe.roboflow.com/7-class/11-11-2021-09.41.
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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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+ - real-world
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+ - computer-vision
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+ - bounding-box
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+ pretty_name: "Vehicles Q0X2V"
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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: 2634
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+ - name: validation
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+ num_examples: 966
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+ - name: test
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+ num_examples: 458
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+ ---
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+
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+ # Vehicles Q0X2V
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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:** Real World
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+ - **License:** CC-BY-4.0
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+ - **Format:** YOLO (LibreYOLO compatible)
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+ - **Mirrored on:** 2026-01-20
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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 | 2,634 |
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+ | Validation | 966 |
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+ | Test | 458 |
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+ | **Total** | **4,058** |
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+
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+ ## Classes (12)
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+
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+ - big bus
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+ - big truck
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+ - bus-l-
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+ - bus-s-
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+ - car
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+ - mid truck
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+ - small bus
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+ - small truck
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+ - truck-l-
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+ - truck-m-
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+ - truck-s-
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+ - truck-xl-
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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/vehicles-q0x2v",
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+ repo_type="dataset",
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+ local_dir="./vehicles-q0x2v"
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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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+ vehicles-q0x2v/
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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/vehicles-q0x2v)
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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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+ vehicles - v1 release-640
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+ ==============================
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+
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+ This dataset was exported via roboflow.com on January 28, 2023 at 5:38 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 4058 images.
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+ Vehicles 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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+ - big bus
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+ - big truck
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+ - bus-l-
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+ - bus-s-
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+ - car
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+ - mid truck
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+ - small bus
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+ - small truck
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+ - truck-l-
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+ - truck-m-
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+ - truck-s-
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+ - truck-xl-
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+ nc: 12
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+ path: .
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+ roboflow:
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+ license: CC BY 4.0
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+ project: vehicles-q0x2v
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+ url: https://universe.roboflow.com/roboflow-100/vehicles-q0x2v/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/adit_mp4-121_jpg.rf.d1aeb3d9a9a6c2ca22341d877e6a0380.jpg ADDED

Git LFS Details

  • SHA256: 0af41c3c59b7ea39882170e0249d9482bf498039e441f1aeb0043bea2f7627c6
  • Pointer size: 130 Bytes
  • Size of remote file: 65.6 kB
test/images/adit_mp4-1229_jpg.rf.b0adbbfd28ff71d4eea882ddc097cd9c.jpg ADDED

Git LFS Details

  • SHA256: 5115fc5831fc1e932dc3fd2e7a9fdd709302f464b25b62a06549468ee3d563b8
  • Pointer size: 130 Bytes
  • Size of remote file: 59.6 kB
test/images/adit_mp4-1239_jpg.rf.dc502d3bb673f61da161396cc8067d4f.jpg ADDED

Git LFS Details

  • SHA256: 606722080842b69cc26c5e5bfc2599378c34ae272cf4be8c98d2a8d579be17ba
  • Pointer size: 130 Bytes
  • Size of remote file: 58.5 kB
test/images/adit_mp4-1264_jpg.rf.ffe244024f7902060723b84f373122e9.jpg ADDED

Git LFS Details

  • SHA256: 549bebd05ffd91d8d3ad9b900205d620276452cfe1fb377abd6af54b87752af9
  • Pointer size: 130 Bytes
  • Size of remote file: 61.9 kB
test/images/adit_mp4-1271_jpg.rf.9e581445cbaa38d629de8bae31877ab4.jpg ADDED

Git LFS Details

  • SHA256: b0f00012dc6fe49bd8b25b76bbd0dc922c43442491578ae74b6a4dfda4c5779f
  • Pointer size: 130 Bytes
  • Size of remote file: 62.9 kB
test/images/adit_mp4-1275_jpg.rf.7b70fbd71168f1d4ab84ea6d7a9391f1.jpg ADDED

Git LFS Details

  • SHA256: b29ad3a24f1ef064a1ad87f586a8fd8cd2d25bb97c8ed64b221c15bd3da2cea1
  • Pointer size: 130 Bytes
  • Size of remote file: 62.5 kB
test/images/adit_mp4-1276_jpg.rf.95a970a9fad33a79060c0b7565d3d74a.jpg ADDED

Git LFS Details

  • SHA256: 832b857e3519b102e44577d5b54280d9eb4910cf1f4644d97e85acc88887bc38
  • Pointer size: 130 Bytes
  • Size of remote file: 63.6 kB
test/images/adit_mp4-1279_jpg.rf.da479872ab199c14f1004ec6fa28a860.jpg ADDED

Git LFS Details

  • SHA256: 1add65591a6ea1534a23e40125bab83cc044ab3bcb4aa387abaa7e554f8d90ad
  • Pointer size: 130 Bytes
  • Size of remote file: 63 kB
test/images/adit_mp4-1282_jpg.rf.89ab590bba9a6d028032e97d94ccd45b.jpg ADDED

Git LFS Details

  • SHA256: 4fd71065251744d48ad3f401dc47ef9b970c21dff241ad9abfbfaf064c70ca11
  • Pointer size: 130 Bytes
  • Size of remote file: 62 kB
test/images/adit_mp4-1285_jpg.rf.0f782c3e07c287853dc115eb074d56ed.jpg ADDED

Git LFS Details

  • SHA256: 3f58a64bb4035104868cabec92945212fb935c7b3f50aa01ba639cfffabe25a2
  • Pointer size: 130 Bytes
  • Size of remote file: 62.2 kB
test/images/adit_mp4-1287_jpg.rf.5ed050f843e78df996fab858304397b0.jpg ADDED

Git LFS Details

  • SHA256: 07dd7a59e1acf1458f5da2401c1298b1965e7201ac3739472dcafd3b0e9e042a
  • Pointer size: 130 Bytes
  • Size of remote file: 62.9 kB
test/images/adit_mp4-1291_jpg.rf.b8a6936f91675fbdc19dd820fe18cadd.jpg ADDED

Git LFS Details

  • SHA256: 19ea58a27121487bf11d8dea46173d9bda4dffc799c7b71f0afd4b97ffa444f1
  • Pointer size: 130 Bytes
  • Size of remote file: 62.5 kB
test/images/adit_mp4-1292_jpg.rf.07d7699356b7dfa809ef3994ddc6f398.jpg ADDED

Git LFS Details

  • SHA256: 7315d573a205889d734a95f4110d472ef8befbe3359c4f37085bd3bca101115a
  • Pointer size: 130 Bytes
  • Size of remote file: 61.6 kB
test/images/adit_mp4-1309_jpg.rf.202b65a4a3cc035dcb77a21b4a81a733.jpg ADDED

Git LFS Details

  • SHA256: b12c47d552727fd62e698c0541e4fc18d648261026132ce6b8d20df7d22e66da
  • Pointer size: 130 Bytes
  • Size of remote file: 64 kB
test/images/adit_mp4-1314_jpg.rf.9bc55485fb65c50d3d6f09c657010c57.jpg ADDED

Git LFS Details

  • SHA256: adef8c204af320916df22feeadb9db4cbb895992fe2bd81b55be38569ba0198e
  • Pointer size: 130 Bytes
  • Size of remote file: 61.2 kB
test/images/adit_mp4-1315_jpg.rf.732ec14f3928d3090b489bad815fc0fd.jpg ADDED

Git LFS Details

  • SHA256: dc3c8fd0ed0a0be342818119eba25056a9519135185ebd57a0c94448edaee5b7
  • Pointer size: 130 Bytes
  • Size of remote file: 61.6 kB
test/images/adit_mp4-1330_jpg.rf.0e19c2cecc471e13bea37af3d05b76e7.jpg ADDED

Git LFS Details

  • SHA256: 8ee727703390ad2e5828d73b67e06b365176ef922ed4cdc58fbb3c6ddd8b48ea
  • Pointer size: 130 Bytes
  • Size of remote file: 61.6 kB
test/images/adit_mp4-1335_jpg.rf.76bf3191593fc2370c8b828898f4fd50.jpg ADDED

Git LFS Details

  • SHA256: bc113a746021f5a4235af645ce096ad11e147ae29995b322126d519da6654a70
  • Pointer size: 130 Bytes
  • Size of remote file: 65.5 kB
test/images/adit_mp4-1344_jpg.rf.b0efde452cc2ad5e336df96b7128e013.jpg ADDED

Git LFS Details

  • SHA256: 9870fb07aafb044c0f5d48cf46d5640b81fd243427841a15a10d4178400f4d57
  • Pointer size: 130 Bytes
  • Size of remote file: 61.6 kB
test/images/adit_mp4-1355_jpg.rf.669d9e12bf2aedf1bfd034faaf48e96a.jpg ADDED

Git LFS Details

  • SHA256: e4bfdf7ff111feb38611289549f6beea54e0c430dbba00ebddd84f78090b2039
  • Pointer size: 130 Bytes
  • Size of remote file: 63.9 kB
test/images/adit_mp4-1376_jpg.rf.694914b441d379529c897cbe995093a9.jpg ADDED

Git LFS Details

  • SHA256: 8d3a1feca658a2369063c6ee29688072593b15efb5837230c863e7687cbe82ec
  • Pointer size: 130 Bytes
  • Size of remote file: 61.7 kB