updated readmes citation

Czech Republic/README.md

@@ -84,7 +84,8 @@ Nistor C, Cescatti A, Beck PSA (2023). The Database of European Forest Insect an
 - **Resolution**: 10m
 
 - **Please cite the following works if you find the dataset useful for your reasearch**
-  
+
+```bibtex
 @inproceedings{DBLP:conf/dis/RecchiaAAFM24,
   author       = {Vito Recchia and
                   Giuseppina Andresini and
@@ -107,8 +108,7 @@ Nistor C, Cescatti A, Beck PSA (2023). The Database of European Forest Insect an
   doi          = {10.1007/978-3-031-78980-9\_12}
   }
 
-
-  @inproceedings{DBLP:conf/sac/Pasquadibisceglie25,
+@inproceedings{DBLP:conf/sac/Pasquadibisceglie25,
   author       = {Vincenzo Pasquadibisceglie and
                   Vito Recchia and
                   Annalisa Appice and
@@ -130,6 +130,7 @@ Nistor C, Cescatti A, Beck PSA (2023). The Database of European Forest Insect an
   url          = {https://doi.org/10.1145/3672608.3707751},
   doi          = {10.1145/3672608.3707751}
 }
+```
 
 
 ### 2️⃣Bark Beetle & Forest Type -- GEE Median - Temporal Median (12 bands)
@@ -139,7 +140,8 @@ Nistor C, Cescatti A, Beck PSA (2023). The Database of European Forest Insect an
 - **Bands**: **12 bands** (B1-B9, B11, B12)
 
 - **Please cite the following works if you find the dataset useful for your reasearch**
-  
+
+```bibtex
 @article{DBLP:journals/ecoi/RecchiaAAIFM26,
   author       = {Vito Recchia and
                   Giuseppina Andresini and
@@ -174,8 +176,7 @@ Nistor C, Cescatti A, Beck PSA (2023). The Database of European Forest Insect an
   biburl       = {https://dblp.org/rec/conf/ijcnn/AndresiniAMR25.bib},
   bibsource    = {dblp computer science bibliography, https://dblp.org}
 }
-
-- **Please cite the following works if you find the dataset useful for your reasearch**
+```
   
 ### 3️⃣ Microsoft Planetary Computer
 - **Period**: September 2020
@@ -183,6 +184,9 @@ Nistor C, Cescatti A, Beck PSA (2023). The Database of European Forest Insect an
 - **Methodology**: Cloud index-based Best selection
 - **Spectral Bands**: **13+2 bands**  B1-B9, B11, B12, and SCL for Sentinel-2, VV and VH for Sentinel-1
 
+- **Please cite the following works if you find the dataset useful for your reasearch**
+
+```bibtex
 @article{DBLP:journals/jiis/AndresiniAIR24,
   author       = {Giuseppina Andresini and
                   Annalisa Appice and
@@ -197,6 +201,7 @@ Nistor C, Cescatti A, Beck PSA (2023). The Database of European Forest Insect an
   year         = {2024},
   doi          = {10.1007/S10844-024-00877-6}
 }
+```
 
 
 ---

North East France/README.md

@@ -72,7 +72,7 @@ North East France/
 - **Resolution**: 10m
 
 - **Please cite the following works if you find the dataset useful for your reasearch**
-  
+```bibtex
 @inproceedings{DBLP:conf/dis/RecchiaAAFM24,
   author       = {Vito Recchia and
                   Giuseppina Andresini and
@@ -93,7 +93,7 @@ North East France/
   publisher    = {Springer},
   year         = {2024},
   doi          = {10.1007/978-3-031-78980-9\_12}
-
+```
 
 ### 2️⃣ GEE SRI - Space Research Institute (12 bands)
 - **Period**: May, June, July, August, September, October 2018
@@ -104,7 +104,7 @@ North East France/
 
 - **Please cite the following works if you find the dataset useful for your reasearch**
   
-
+```bibtex
 @article{DBLP:journals/staeors/AndresiniAM24,
   author       = {Giuseppina Andresini and
                   Annalisa Appice and
@@ -152,6 +152,7 @@ North East France/
   year         = {2024},
   doi          = {10.1109/IGARSS53475.2024.10641479}
 }
+```
 
 ### 3️⃣ Microsoft Planetary Computer
 - **Period**: Monthly, July-October 2018
@@ -160,7 +161,7 @@ North East France/
 - **Spectral Bands**: **13 bands** B1-B9, B11, B12, and SCL for Sentinel-2, VV and VH for Sentinel-1
 - **Please cite the following work if you find the dataset useful for your reasearch**
 
-
+```bibtex
 @article{DBLP:journals/jiis/AndresiniAIR24,
   author       = {Giuseppina Andresini and
                   Annalisa Appice and
@@ -175,7 +176,7 @@ North East France/
   year         = {2024},
   doi          = {10.1007/S10844-024-00877-6}
 }
-
+```
 
 
 ---

README.md

@@ -149,6 +149,327 @@ For in-depth information on each regional dataset, see the region-specific READM
 
 ---
 
+## 📚 How to Cite the Dataset
+
+Please cite the appropriate paper(s) based on which dataset and methodology you use:
+
+### 🇨🇿 Czech Republic
+
+#### GEE Best (September 2020)
+```bibtex
+@inproceedings{DBLP:conf/dis/RecchiaAAFM24,
+  author       = {Vito Recchia and
+                  Giuseppina Andresini and
+                  Annalisa Appice and
+                  Gianpietro Fontana and
+                  Donato Malerba},
+  editor       = {Dino Pedreschi and
+                  Anna Monreale and
+                  Riccardo Guidotti and
+                  Roberto Pellungrini and
+                  Francesca Naretto},
+  title        = {An Attention-Based {CNN} Approach to Detect Forest Tree Dieback Caused
+                  by Insect Outbreak in Sentinel-2 Images},
+  booktitle    = {Discovery Science - 27th International Conference, {DS} 2024, Pisa,
+                  Italy, October 14-16, 2024, Proceedings, Part {II}},
+  series       = {Lecture Notes in Computer Science},
+  pages        = {183--199},
+  publisher    = {Springer},
+  year         = {2024},
+  doi          = {10.1007/978-3-031-78980-9\_12}
+}
+
+@inproceedings{DBLP:conf/sac/Pasquadibisceglie25,
+  author       = {Vincenzo Pasquadibisceglie and
+                  Vito Recchia and
+                  Annalisa Appice and
+                  Donato Malerba and
+                  Giuseppe Fiameni},
+  editor       = {Jiman Hong and
+                  Sebastiano Battiato and
+                  Christian Esposito and
+                  Juw Won Park and
+                  Adam Przybylek},
+  title        = {{GANDALF:} {A} LLM-based approach to map bark beetle outbreaks in
+                  semantic stories of Sentinel-2 images},
+  booktitle    = {Proceedings of the 40th {ACM/SIGAPP} Symposium on Applied Computing,
+                  {SAC} 2025, Catania International Airport, Catania, Italy, 31 March
+                  2025 - 4 April 2025},
+  pages        = {1074--1081},
+  publisher    = {{ACM}},
+  year         = {2025},
+  doi          = {10.1145/3672608.3707751}
+}
+```
+
+#### GEE Median (April-September 2020)
+```bibtex
+@article{DBLP:journals/ecoi/RecchiaAAIFM26,
+  author       = {Vito Recchia and
+                  Giuseppina Andresini and
+                  Annalisa Appice and
+                  Dino Ienco and
+                  Giuseppe Fiameni and
+                  Donato Malerba},
+  title        = {{ULISSE:} Parameter-efficient adaptation of earth vision models to
+                  monitor forest disturbance in sentinel-2 time series},
+  journal      = {Ecology and Informatics},
+  volume       = {94},
+  pages        = {103668},
+  year         = {2026},
+  doi          = {10.1016/j.ecoinf.2026.103668}
+}
+```
+
+#### Planetary Best Available Image (September 2020)
+```bibtex
+@article{DBLP:journals/jiis/AndresiniAIR24,
+  author       = {Giuseppina Andresini and
+                  Annalisa Appice and
+                  Dino Ienco and
+                  Vito Recchia},
+  title        = {{DIAMANTE:} {A} data-centric semantic segmentation approach to map
+                  tree dieback induced by bark beetle infestations via satellite images},
+  journal      = {Journal of Intelligent Information Systems},
+  volume       = {62},
+  number       = {6},
+  pages        = {1531--1558},
+  year         = {2024},
+  doi          = {10.1007/s10844-024-00877-6}
+}
+```
+
+#### Forest Type Classification - GEE Median (September 2022)
+```bibtex
+@inproceedings{DBLP:conf/ijcnn/AndresiniAMR25,
+  author       = {Giuseppina Andresini and
+                  Annalisa Appice and
+                  Donato Malerba and
+                  Vito Recchia},
+  title        = {Deep Change Vector Analysis to Map Bark Beetle Outbreaks in Open Sentinel-2
+                  Data},
+  booktitle    = {International Joint Conference on Neural Networks, {IJCNN} 2025, Rome,
+                  Italy, June 30 - July 5, 2025},
+  pages        = {1--8},
+  publisher    = {{IEEE}},
+  year         = {2025},
+  doi          = {10.1109/IJCNN64981.2025.11229013}
+}
+
+@inproceedings{DBLP:conf/eurocon/KussilSYY23,
+  author       = {Natalia Kussul and
+                  Andrii Shelestov and
+                  Bogdan Yailymov and
+                  Hanna Yailymova},
+  title        = {Semi-Supervised Forest Type Mapping in Europe on Satellite Data},
+  booktitle    = {2023 IEEE 12th International Conference on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications {(IDAACS)}},
+  volume       = {1},
+  pages        = {454--458},
+  publisher    = {{IEEE}},
+  year         = {2023},
+  doi          = {10.1109/IDAACS58523.2023.10348948}
+}
+
+@inproceedings{DBLP:conf/eurocon/SaliiKHKY23,
+  author       = {Yaroslav Salii and
+                  Vasyl Kuzin and
+                  Andrii Hohol and
+                  Natalia Kussul and
+                  Hanna Yailymova},
+  title        = {Machine Learning Models and Technology for Classification of Forest on Satellite Data},
+  booktitle    = {{IEEE} EUROCON 2023-20th International Conference on Smart Technologies},
+  pages        = {93--98},
+  publisher    = {{IEEE}},
+  year         = {2023},
+  doi          = {10.1109/EUROCON56442.2023.10199006}
+}
+
+@inproceedings{DBLP:conf/profitai/YailymovYKS24,
+  author       = {Bogdan Yailymov and
+                  Hanna Yailymova and
+                  Natalia Kussul and
+                  Andrii Shelestov},
+  title        = {Semi-Supervised European Forest Types Mapping Using High-Fidelity Satellite Data},
+  booktitle    = {4th International Workshop of IT-Professionals on Artificial Intelligence {(ProfIT} {AI} 2024)},
+  pages        = {25--27},
+  year         = {2024},
+  url          = {https://ceur-ws.org/Vol-3777/paper1.pdf}
+}
+```
+
+### 🇫🇷 North East France
+
+#### GEE Best (October 2018)
+```bibtex
+@inproceedings{DBLP:conf/dis/RecchiaAAFM24,
+  author       = {Vito Recchia and
+                  Giuseppina Andresini and
+                  Annalisa Appice and
+                  Gianpietro Fontana and
+                  Donato Malerba},
+  editor       = {Dino Pedreschi and
+                  Anna Monreale and
+                  Riccardo Guidotti and
+                  Roberto Pellungrini and
+                  Francesca Naretto},
+  title        = {An Attention-Based {CNN} Approach to Detect Forest Tree Dieback Caused
+                  by Insect Outbreak in Sentinel-2 Images},
+  booktitle    = {Discovery Science - 27th International Conference, {DS} 2024, Pisa,
+                  Italy, October 14-16, 2024, Proceedings, Part {II}},
+  series       = {Lecture Notes in Computer Science},
+  pages        = {183--199},
+  publisher    = {Springer},
+  year         = {2024},
+  doi          = {10.1007/978-3-031-78980-9\_12}
+}
+```
+
+#### GEE SRI - Median (May-October 2018)
+```bibtex
+@article{DBLP:journals/staeors/AndresiniAM24,
+  author       = {Giuseppina Andresini and
+                  Annalisa Appice and
+                  Donato Malerba},
+  title        = {A Deep Semantic Segmentation Approach to Map Forest Tree Dieback in
+                  Sentinel-2 Data},
+  journal      = {{IEEE} Journal of Selected Topics in Applied Earth Observations and Remote Sensing},
+  volume       = {17},
+  pages        = {17075--17086},
+  year         = {2024},
+  doi          = {10.1109/JSTARS.2024.3460981}
+}
+
+@inproceedings{DBLP:conf/sac/AndresiniAM24,
+  author       = {Giuseppina Andresini and
+                  Annalisa Appice and
+                  Donato Malerba},
+  editor       = {Jiman Hong and
+                  Juw Won Park},
+  title        = {Leveraging Sentinel-2 time series for bark beetle-induced forest dieback
+                  inventory},
+  booktitle    = {Proceedings of the 39th {ACM/SIGAPP} Symposium on Applied Computing,
+                  {SAC} 2024, Avila, Spain, April 8-12, 2024},
+  pages        = {875--882},
+  publisher    = {{ACM}},
+  year         = {2024},
+  doi          = {10.1145/3605098.3635908}
+}
+
+@inproceedings{DBLP:conf/igarss/AndresiniAIMR24,
+  author       = {Giuseppina Andresini and
+                  Annalisa Appice and
+                  Dino Ienco and
+                  Donato Malerba and
+                  Vito Recchia},
+  title        = {Potential of Spectral-Spatial Analysis to Map Forest Tree Dieback
+                  Due to Bark Beetle Hotspots in Sentinel-2 Images},
+  booktitle    = {{IGARSS} 2024 - 2024 {IEEE} International Geoscience and Remote Sensing
+                  Symposium, Athens, Greece, July 7-12, 2024},
+  pages        = {5227--5230},
+  publisher    = {{IEEE}},
+  year         = {2024},
+  doi          = {10.1109/IGARSS53475.2024.10641479}
+}
+```
+
+#### Planetary Best Available Image (July-October 2018)
+```bibtex
+@article{DBLP:journals/jiis/AndresiniAIR24,
+  author       = {Giuseppina Andresini and
+                  Annalisa Appice and
+                  Dino Ienco and
+                  Vito Recchia},
+  title        = {{DIAMANTE:} {A} data-centric semantic segmentation approach to map
+                  tree dieback induced by bark beetle infestations via satellite images},
+  journal      = {Journal of Intelligent Information Systems},
+  volume       = {62},
+  number       = {6},
+  pages        = {1531--1558},
+  year         = {2024},
+  doi          = {10.1007/s10844-024-00877-6}
+}
+```
+
+### 🇷🇴 Romania
+
+#### GEE Median (April-September 2020)
+```bibtex
+@article{DBLP:journals/ecoi/RecchiaAAIFM26,
+  author       = {Vito Recchia and
+                  Giuseppina Andresini and
+                  Annalisa Appice and
+                  Dino Ienco and
+                  Giuseppe Fiameni and
+                  Donato Malerba},
+  title        = {{ULISSE:} Parameter-efficient adaptation of earth vision models to
+                  monitor forest disturbance in sentinel-2 time series},
+  journal      = {Ecology and Informatics},
+  volume       = {94},
+  pages        = {103668},
+  year         = {2026},
+  doi          = {10.1016/j.ecoinf.2026.103668}
+}
+```
+
+### 📌 Ground Truth and Reference Data
+
+#### DEFID2 - Bark Beetle Disturbances (Czech Republic & Romania)
+```bibtex
+@article{DBLP:journals/gcb/ForzierIDEABCDFHJLMMN23,
+  author       = {Giovanni Forzieri and
+                  Louise P. Dutrieux and
+                  Anna Elia and
+                  Benjamin Eckhardt and
+                  Gherardo Caudullo and
+                  Fernando Álvarez Taboada and
+                  Andrea Andriolo and
+                  Florin Bălacenoiu and
+                  Ana Bastos and
+                  Alis Buzatu and
+                  Francesca Castedo Dorado and
+                  Lukáš Dobrovolný and
+                  Mihai Duduman and
+                  Agustín Fernandez-Carillo and
+                  Rocío Hernández-Clemente and
+                  Alvaro Hornero and
+                  Ionuț Săplăcan and
+                  María José Lombardero and
+                  Samuli Junttila and
+                  Patrik Lukeš and
+                  Luca Marianelli and
+                  Héctor Mas and
+                  Martin Mlčoušek and
+                  Fabio Mugnai and
+                  Corneliu Nețoiu and
+                  Cristian Nikolov and
+                  Nicola Olenici and
+                  Per Olsson and
+                  Fabio Paoli and
+                  Mihai Paraschiv and
+                  Zbyněk Patočka and
+                  Elena Pérez-Laorga and
+                  José Luis Quero and
+                  Matthias Rüetschi and
+                  Stefan Stroheker and
+                  Diego Nardi and
+                  Ján Ferenčík and
+                  Andrea Battisti and
+                  Harald Hartmann and
+                  Cristian Nistor and
+                  Alessandro Cescatti and
+                  Phillip S. A. Beck},
+  title        = {The Database of European Forest Insect and Disease Disturbances: {DEFID2}},
+  journal      = {Global Change Biology},
+  volume       = {29},
+  number       = {21},
+  pages        = {6040--6065},
+  year         = {2023},
+  doi          = {10.1111/gcb.16912}
+}
+```
+
+---
+
 ## 📄 License
 
 This collection of datasets is released under the **CC BY-NC-SA 4.0** license (Creative Commons Attribution Non-Commercial Share-Alike 4.0).

Romania/README.md

@@ -59,7 +59,8 @@ Nistor C, Cescatti A, Beck PSA (2023). The Database of European Forest Insect an
 - **Bands**: **12 bands** (B1-B9, B11, B12)
 
 - **Please cite the following work if you find the dataset useful for your reasearch**
-  
+
+```bibtex
 @article{DBLP:journals/ecoi/RecchiaAAIFM26,
   author       = {Vito Recchia and
                   Giuseppina Andresini and
@@ -75,7 +76,7 @@ Nistor C, Cescatti A, Beck PSA (2023). The Database of European Forest Insect an
   year         = {2026},
   doi          = {10.1016/J.ECOINF.2026.103668}
 }
-
+```
 
 ---