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@@ -34,7 +34,7 @@ The dataset includes **48,218 augmented images**, derived from **20,036 unique o
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  # **Dataset Split**
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- ![dataset distribution](https://github.com/ClaytonSdS/VisionGauge/blob/main/steps/utm_dataset_distribution.png?raw=true)
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  * **Training set:** 42274 images
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  * **Validation set:** 5319 images
@@ -75,14 +75,14 @@ This dataset is released under the **Apache License 2.0**.
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  # **Citation**
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  ```bibtex
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- @dataset{utm_dataset,
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  author = {Santos, Clayton Silva},
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  title = {{UTM} {Dataset}},
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  year = {2026},
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  month = {jan},
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  publisher = {Roboflow},
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  version = {27},
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- doi = {10.5281/zenodo.18259826},
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  url = {https://universe.roboflow.com/visiongauge/utm_dataset-ooorv}
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  }
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  ```
 
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  # **Dataset Split**
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+ ![dataset distribution](https://github.com/ClaytonSdS/VisionGauge_Files/blob/main/steps/utm_dataset_distribution.png?raw=true)
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  * **Training set:** 42274 images
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  * **Validation set:** 5319 images
 
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  # **Citation**
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  ```bibtex
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+ @misc{utm_dataset,
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  author = {Santos, Clayton Silva},
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  title = {{UTM} {Dataset}},
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  year = {2026},
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  month = {jan},
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  publisher = {Roboflow},
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  version = {27},
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+ doi = {10.57967/hf/7558},
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  url = {https://universe.roboflow.com/visiongauge/utm_dataset-ooorv}
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  }
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  ```