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README.md

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+---
+license: cc-by-4.0
+---
+# Dual Focus: Transforming Negatives into Knowledge — Dataset
+
+This repository contains dataset resources associated with the paper:
+
+**Dual Focus: Transforming Negatives into Knowledge**  
+Adrian Maduta, Tudor Ileni, Adrian Darabant  
+Modeling Decisions for Artificial Intelligence (MDAI 2025)  
+Lecture Notes in Computer Science / LNAI, vol. 15957, pp. 265–277  
+Springer, 2026
+
+DOI: 10.1007/978-3-032-00891-6_21
+
+## Associated Paper
+
+https://doi.org/10.1007/978-3-032-00891-6_21
+
+## Dataset Contents
+
+This repository provides the dataset associated with the experiments
+described in the paper *Dual Focus: Transforming Negatives into Knowledge*.
+
+Two YOLOv8-formatted variants are provided:
+
+- `iris5_yolov8/` — baseline/original dataset used for the experiments.
+- `iris5_yolov8_with_negatives/` — extended variant containing the negative
+  examples introduced for the Dual Focus experiments.
+
+Each dataset is organized into YOLOv8-compatible image and label directories.
+
+## Citation
+
+If you use this dataset in your research, please cite the associated paper:
+
+### BibTeX
+
+```bibtex
+@inproceedings{maduta2026dual,
+  title     = {Dual Focus: Transforming Negatives into Knowledge},
+  author    = {Maduta, Adrian and Ileni, Tudor and Darabant, Adrian},
+  booktitle = {Modeling Decisions for Artificial Intelligence},
+  series    = {Lecture Notes in Computer Science},
+  volume    = {15957},
+  pages     = {265--277},
+  publisher = {Springer},
+  year      = {2026},
+  doi       = {10.1007/978-3-032-00891-6_21}
+}
+```