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feat: Upload data files test set

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data/README.dataset.txt ADDED
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+ # Exclusively-Dark-Image > 2024-05-30 11:22pm
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+ https://universe.roboflow.com/my-workspace-ohnbt/exclusively-dark-image
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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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+
data/README.md ADDED
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+ ---
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+ language:
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+ - en
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+
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+ license: bsd-3-clause
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+
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+ pretty_name: ExDark Object Detection Dataset
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+
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+ task_categories:
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+ - object-detection
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+
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+ tags:
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+ - object-detection
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+ - low-light
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+ - night-images
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+ - dark-images
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+ - robustness
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+ - computer-vision
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+ - ultralytics
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+ - yolo
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+
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+ size_categories:
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+ - 1K<n<10K
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+ ---
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+
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+ # ExDark: Exclusively Dark Image Dataset (Object Detection)
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+
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+ <p align="center">
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+ <img src="exdark_banner.jpg" alt="ExDark Dataset Banner"/>
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+ </p>
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+
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+ ![Task](https://img.shields.io/badge/Task-Object%20Detection-blue?style=flat-square)
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+ ![Dataset](https://img.shields.io/badge/Dataset-ExDark-0aa1a7?style=flat-square)
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+ ![Format](https://img.shields.io/badge/Format-YOLO%20Compatible-orange?style=flat-square)
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+ ![Classes](https://img.shields.io/badge/Classes-12-success?style=flat-square)
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+ ![Splits](https://img.shields.io/badge/Splits-Train%20%7C%20Val%20%7C%20Test-blueviolet?style=flat-square)
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+ ![License](https://img.shields.io/badge/License-BSD--3--Clause-lightgrey?style=flat-square)
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+
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+ > **Unofficial redistribution of the ExDark (Exclusively Dark Image) dataset, reformatted into a standardized YOLO-compatible directory layout.**
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+
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+ ## Disclaimer
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+
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+ This repository is **not** an official release of the ExDark dataset.
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+
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+ The ExDark dataset was created by the original authors (Yuen Peng Loh and Chee Seng Chan, Universiti Malaya), who retain all copyright and intellectual property rights. This repository does **not** claim ownership of any images, annotations, or metadata.
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+
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+ This repository exists for two purposes:
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+
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+ 1. To reorganize the dataset into a standardized YOLO/Ultralytics-compatible directory structure that can be used directly by many modern object detection training pipelines.
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+ 2. To provide a more reliable download source, as the original hosting may be slow, difficult to access, or subject to broken configuration files (see [Changes from the Official Release](#changes-from-the-official-release) below).
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+
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+ **Two-hop provenance.** This redistribution is not sourced directly from the original authors' raw distribution. It is sourced from a third-party YOLO-format export of ExDark published on Roboflow Universe, which itself reorganized the original per-class-folder ExDark release into a YOLO-compatible layout. Both the original authors and the intermediate contributor are credited below.
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+
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+ ---
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+
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+ # Dataset Description
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+
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+ ExDark (Exclusively Dark Image Dataset) is a low-light robustness benchmark: 7,344 images captured across 10 low-light conditions, ranging from very low light to twilight, with both image-level class labels and object-level bounding box annotations across 12 object classes (a subset similar in spirit to PASCAL VOC).
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+
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+ This repository preserves the dataset's images and labels while packaging them in a standardized YOLO directory layout for improved compatibility with modern deep learning frameworks.
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+
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+ ---
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+
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+ # Changes from the Official Release
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+
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+ The transformation chain has two hops, and each is scoped narrowly:
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+
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+ ### 1. Original ExDark &rarr; Roboflow YOLO export (not performed by this repository)
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+
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+ A third-party Roboflow contributor (workspace `my-workspace-ohnbt`, project `exclusively-dark-image`, version 2) converted the original ExDark release (per-class image folders + object-level annotation files) into a YOLO-compatible `train/valid/test` layout, resizing images to 640x640. This step was **not** performed by us; we redistribute its output.
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+
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+ ### 2. Roboflow YOLO export &rarr; this repository
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+
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+ - Fixed a broken `data.yaml`: the Roboflow-generated file uses a relative `path: ../train/images`-style reference with inconsistent casing that does not resolve once the directory is placed inside another project. A corrected `data.yaml` with an explicit, correctly-cased root path is provided in this repository. The original file's `train`/`val`/`test` keys and class list are otherwise unchanged.
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+ - No images were added, removed, or modified.
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+ - No labels were changed.
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+ - No splits were changed.
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+
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+ Apart from the `data.yaml` path fix, the dataset contents in this repository are identical to the Roboflow export described above, which is itself a direct reorganization of the original ExDark release.
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+
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+ ---
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+
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+ # Dataset Structure
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+
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+ ```text
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+ dataset/
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+ ├── README.md
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+ ├── data.yaml
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+ ├── train/
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+ │ ├── images/
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+ │ └── labels/
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+ ├── valid/
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+ │ ├── images/
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+ │ └── labels/
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+ └── test/
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+ ├── images/
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+ └── labels/
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+ ```
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+
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+ where:
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+
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+ * `images/` contains the RGB low-light images for each split (640x640, pre-resized by the Roboflow export).
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+ * `labels/` contains one YOLO-format `.txt` annotation file per image (`class x_center y_center width height`, normalized).
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+ * `data.yaml` is the Ultralytics dataset configuration file (class names, split paths).
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+ * Splits: **train** 5,874 images &middot; **valid** 736 images &middot; **test** 734 images (7,344 total).
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+
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+ ### Classes (12)
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+
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+ `Bicycle, Boat, Bottle, Bus, Car, Cat, Chair, Cup, Dog, Motorbike, People, Table`
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+
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+ Class distribution is imbalanced: **People** accounts for roughly 46% of all annotated boxes, while **Bus** is the rarest class. Keep this in mind when interpreting per-class metrics.
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+
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+ ---
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+
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+ # Dataset Sources
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+
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+ ## Original Paper
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+
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+ **Getting to Know Low-light Images with The Exclusively Dark Dataset**
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+
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+ Yuen Peng Loh, Chee Seng Chan
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+
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+ Computer Vision and Image Understanding, Volume 178, 2019, Pages 30-42.
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+
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+ DOI: https://doi.org/10.1016/j.cviu.2018.10.010
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+
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+ ## Official Resources
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+
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+ - **Official Repository:** https://github.com/cs-chan/Exclusively-Dark-Image-Dataset
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+ - **Paper (DOI):** https://doi.org/10.1016/j.cviu.2018.10.010
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+ - **Paper arXiv:** https://arxiv.org/abs/1805.11227
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+
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+ ## Intermediate YOLO Export
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+
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+ - **Roboflow Project:** `my-workspace-ohnbt/exclusively-dark-image` (version 2)
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+ - **URL:** https://universe.roboflow.com/my-workspace-ohnbt/exclusively-dark-image/dataset/2
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+
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+ ---
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+
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+ # Attribution
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+
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+ **All credit for the dataset belongs entirely to the original ExDark authors, Yuen Peng Loh and Chee Seng Chan.**
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+
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+ Credit for the YOLO-format reorganization used as the direct source for this repository belongs to the Roboflow contributor at workspace `my-workspace-ohnbt`.
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+
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+ This repository only redistributes that YOLO-format export, with one configuration-file fix, for improved usability and accessibility.
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+
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+ If you use this dataset in your research, **please cite the original publication below.**
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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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+ The original ExDark dataset is distributed by its authors under the **BSD 3-Clause License** (see the [official LICENSE file](https://github.com/cs-chan/Exclusively-Dark-Image-Dataset/blob/master/LICENSE)), a permissive license requiring attribution and carrying no warranty.
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+
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+ **Important — read before commercial use.** Separately from the license text itself, the original authors' repository states: *"for commercial purpose usage, please contact Dr. Chee Seng Chan"* (`cs.chan at um.edu.my`). This repository honors that request: **this redistribution is intended for non-commercial research use**, consistent with the authors' stated wishes, even though it is not a term written into the BSD-3-Clause license text itself. If you intend commercial use, contact the original authors directly.
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+
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+ **Note on the intermediate Roboflow export's license label.** The Roboflow project this repository redistributes from self-declares a "CC BY 4.0" license on its listing page. That label reflects the Roboflow uploader's own claim, not the original copyright holder's terms. This card treats the original authors' official LICENSE file (BSD-3-Clause) and their stated non-commercial request as authoritative, and this repository is distributed under those same terms.
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+
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+ This repository is distributed under the same terms as the original: BSD-3-Clause, with the authors' non-commercial-use request honored.
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+
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+ ---
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+
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+ # Citation
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+
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+ If you use this dataset, please cite:
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+
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+ ```bibtex
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+ @article{Exdark,
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+ title = {Getting to Know Low-light Images with The Exclusively Dark Dataset},
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+ author = {Loh, Yuen Peng and Chan, Chee Seng},
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+ journal = {Computer Vision and Image Understanding},
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+ volume = {178},
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+ pages = {30-42},
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+ year = {2019},
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+ doi = {https://doi.org/10.1016/j.cviu.2018.10.010}
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+ }
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+ ```
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+
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+ ---
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+
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+ # Acknowledgements
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+
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+ We sincerely thank Yuen Peng Loh and Chee Seng Chan for creating and publicly releasing this valuable low-light robustness benchmark, and the Roboflow contributor at workspace `my-workspace-ohnbt` for the original YOLO-format reorganization this repository redistributes.
data/README.roboflow.txt ADDED
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+
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+ Exclusively-Dark-Image - v2 2024-05-30 11:22pm
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+ ==============================
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+
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+ This dataset was exported via roboflow.com on July 30, 2026 at 10:30 AM 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 7344 images.
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+ Object are annotated in YOLO26 format.
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+
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+ The following pre-processing was applied to each image:
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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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+
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data/test/images/2015_00201_jpg.rf.07da532d11ada94af2ab45da329a94e3.jpg ADDED

Git LFS Details

  • SHA256: e255083c470f5a97cdfb43af25079d2584987d591919c9c2b574b6cb3191193d
  • Pointer size: 130 Bytes
  • Size of remote file: 59.1 kB
data/test/images/2015_00202_jpg.rf.a0c7ec12604f21dbb32453d0e598433d.jpg ADDED

Git LFS Details

  • SHA256: 67ee3cffbe3a72a37e468a0a354789ee4e2f45e766d2e0303cb44db57143d859
  • Pointer size: 130 Bytes
  • Size of remote file: 55.6 kB
data/test/images/2015_00209_jpg.rf.71d298c193bd880c4d76e3b5c49f5e79.jpg ADDED

Git LFS Details

  • SHA256: 5d63c1ac0356b63ad0de9df1be385220711b57e68f9bfc8909cb9436783a137a
  • Pointer size: 130 Bytes
  • Size of remote file: 40.3 kB
data/test/images/2015_00226_jpg.rf.68cb26540d4bca8cc18dfc3e0408b86e.jpg ADDED

Git LFS Details

  • SHA256: c3967d4031015c46d6bd7e5394ffe89d0c3c2d2afff1e866b60808269c31abf3
  • Pointer size: 130 Bytes
  • Size of remote file: 48.6 kB
data/test/images/2015_00235_jpg.rf.7cb2de0f468ad743c1ed87254cc995ec.jpg ADDED

Git LFS Details

  • SHA256: 3d67b9fdbf13759be289eb9fad2541be2de7040730d869d93d1cae704cc24f6e
  • Pointer size: 130 Bytes
  • Size of remote file: 36.7 kB
data/test/images/2015_00244_jpg.rf.a02f1a3f341882d8734de677b4a348dd.jpg ADDED

Git LFS Details

  • SHA256: 78ea66dddb9893ee97f409ec715f87a7ceec881b7f9aecc47496b5c2b2fc4557
  • Pointer size: 130 Bytes
  • Size of remote file: 43.7 kB
data/test/images/2015_00258_jpg.rf.19d18c3991c112b2d985c76b0090c1fd.jpg ADDED

Git LFS Details

  • SHA256: ce6268b1e2d658459157450ed0015ecfa64c2636f00b5bd56b47f5ff1824e36f
  • Pointer size: 130 Bytes
  • Size of remote file: 46.5 kB
data/test/images/2015_00262_jpg.rf.d93c1183158d1365d88bed7f25a8806e.jpg ADDED

Git LFS Details

  • SHA256: c2845aeab9fa28169178160f08bbef18e6d0c89d57eab927ce2d8fba059ef784
  • Pointer size: 130 Bytes
  • Size of remote file: 25.5 kB
data/test/images/2015_00272_jpg.rf.eb4dd621480a4f95bb5de34fd9076b9e.jpg ADDED

Git LFS Details

  • SHA256: 0600dcd89873f55a3083f67c098ddc61a7f1f279cb147c9a088b898606046e28
  • Pointer size: 130 Bytes
  • Size of remote file: 77.9 kB
data/test/images/2015_00273_jpg.rf.8feb74ca5316274a6e1de8b8678a9a51.jpg ADDED

Git LFS Details

  • SHA256: 399ebeb32d82825d1e99b0254d0508c0eba3e960f960be815a30ca19ab47d811
  • Pointer size: 130 Bytes
  • Size of remote file: 64.5 kB
data/test/images/2015_00274_jpg.rf.a900eff3edcd985ee1c80baf8e5d0e92.jpg ADDED

Git LFS Details

  • SHA256: e0d636ce3bc6a4b97ddbc266ac289c0b9012cfb4e601a708360a80291ec58075
  • Pointer size: 130 Bytes
  • Size of remote file: 80.8 kB
data/test/images/2015_00288_jpg.rf.3040938903600eba4ffb3161f93f28cf.jpg ADDED

Git LFS Details

  • SHA256: aa48e8a4cc1593b65da86c42a0e19ae1e281d0b0833c6b89c4640ff8b16f2dd0
  • Pointer size: 130 Bytes
  • Size of remote file: 37.3 kB
data/test/images/2015_00290_jpg.rf.fdf99236f320c72c90ad4cfa1d531a85.jpg ADDED

Git LFS Details

  • SHA256: bef2570d978b0a972f39d61c31cb5a095216f76017a8ef08ff14ab269f9f4b5b
  • Pointer size: 130 Bytes
  • Size of remote file: 21.2 kB
data/test/images/2015_00292_jpg.rf.1c29aa538876b419374b6f76802e7b08.jpg ADDED

Git LFS Details

  • SHA256: 447f8ce31e7283c7a56ec4d9092e858d6ce0969745d4f5387f341e050065671e
  • Pointer size: 130 Bytes
  • Size of remote file: 72.8 kB
data/test/images/2015_00293_jpg.rf.952e390c8df8eeab4d6f350799e14b51.jpg ADDED

Git LFS Details

  • SHA256: 0acd2ffd3ef72fc6469bdd0ae503628c8ebd2ec05be026244e4c7793f8d0660a
  • Pointer size: 130 Bytes
  • Size of remote file: 75.3 kB
data/test/images/2015_00297_jpg.rf.e1627187c2e753a0808d25f9c4c3a780.jpg ADDED

Git LFS Details

  • SHA256: 5ea6e2fcf4ee9e122a1ea58defb08cf568148c756abfad6d637211f235ad6a06
  • Pointer size: 130 Bytes
  • Size of remote file: 40.9 kB
data/test/images/2015_00298_jpg.rf.cf5de0ebda68245b5506540fe2c60579.jpg ADDED

Git LFS Details

  • SHA256: 4eafcd02769cd5cb4163a9b032419acb0727d6a255f37ce62f1883fbc84e4126
  • Pointer size: 130 Bytes
  • Size of remote file: 18.1 kB
data/test/images/2015_00307_jpg.rf.cf5a02825803d0376bfd062a6b105d35.jpg ADDED

Git LFS Details

  • SHA256: 6d236d396976b49b664e4e10d18b8ccf68a08948377bf0fd32366af0b9b3dc13
  • Pointer size: 130 Bytes
  • Size of remote file: 53.6 kB
data/test/images/2015_00309_jpg.rf.05325ba26d3a9e5a64012438d6c7049d.jpg ADDED

Git LFS Details

  • SHA256: 25af5d8132403740602fe762120814200c54cfb92796a797f794e448b1d6e478
  • Pointer size: 130 Bytes
  • Size of remote file: 52.7 kB
data/test/images/2015_00311_jpg.rf.7f32550ec5f4d955f5525afb7a0ce95f.jpg ADDED

Git LFS Details

  • SHA256: 898a4e7aa397689f61b50ed25527fd3192cc8680caa8339fd147b8d1214c3e83
  • Pointer size: 130 Bytes
  • Size of remote file: 87.8 kB
data/test/images/2015_00314_jpg.rf.990ede91bddb66677a3e2a8753b625d4.jpg ADDED

Git LFS Details

  • SHA256: a23ba09f8ddd3a89f23da92105e0dc9740bd11539168a91585a7516f170f322d
  • Pointer size: 130 Bytes
  • Size of remote file: 51.3 kB
data/test/images/2015_00330_jpg.rf.3d7dc7857e2a0fd60c500d097dd413fb.jpg ADDED

Git LFS Details

  • SHA256: c49c38720275026571b0697dff53a1e79c90e346bd402c9184fb23460ae3cc49
  • Pointer size: 130 Bytes
  • Size of remote file: 29.8 kB
data/test/images/2015_00340_jpg.rf.dd9912183151d4791ffc1fbb2dc174e0.jpg ADDED

Git LFS Details

  • SHA256: 0b9643af110a27a50d0f91a46457bf396587e296dc97949dda54245168f83876
  • Pointer size: 130 Bytes
  • Size of remote file: 63.1 kB
data/test/images/2015_00354_jpg.rf.f08e07b38d5153886e53f79e826065bf.jpg ADDED

Git LFS Details

  • SHA256: 36acf2f1ffd27d4a610846fb016a9042e297ef7d654503567a42de8413e8a89d
  • Pointer size: 130 Bytes
  • Size of remote file: 73.6 kB
data/test/images/2015_00363_jpg.rf.ef0323f1df107cb75c616e7b75ecdffa.jpg ADDED

Git LFS Details

  • SHA256: 26329be6c311e5fbd41a91d3bf37e88537d566ea8205387000465df46dc59c59
  • Pointer size: 130 Bytes
  • Size of remote file: 67.4 kB
data/test/images/2015_00370_jpg.rf.59da610401e74a771e8a84134f14e202.jpg ADDED

Git LFS Details

  • SHA256: c7424f9675d0f898fcc0836863e78896e8533295a1441af7cfd7686f230318f3
  • Pointer size: 130 Bytes
  • Size of remote file: 50.3 kB
data/test/images/2015_00377_jpg.rf.4f958f1045fad02451c5dcfacedfba8a.jpg ADDED

Git LFS Details

  • SHA256: 438bba99417fa8b8addd674a8ff8fb8420924dfedd5e0ba4e45b8947bf738eee
  • Pointer size: 130 Bytes
  • Size of remote file: 82.5 kB
data/test/images/2015_00383_jpg.rf.f48ee1caa8036124e34e5d5e0bdea1a4.jpg ADDED

Git LFS Details

  • SHA256: 6a142ead54969eed0ce8953d59cb4d05c5efe5c6db5d6edcde0a0bf90800802b
  • Pointer size: 130 Bytes
  • Size of remote file: 73.3 kB
data/test/images/2015_00391_JPG.rf.c5f7076ad7159b36a8566c7930c9a906.jpg ADDED

Git LFS Details

  • SHA256: 725df63584cd43f72c4b764a03b4692d78bed8b0fef87e8f9f3c257163c11d5e
  • Pointer size: 130 Bytes
  • Size of remote file: 29.8 kB
data/test/images/2015_00394_jpg.rf.c4d657ef8f0ed930a4b5bbeedbf60e8d.jpg ADDED

Git LFS Details

  • SHA256: c24f0572137dc45b47733b6a28355fdddbf44d2eca7fc7f6c635898ad825cb86
  • Pointer size: 131 Bytes
  • Size of remote file: 107 kB