Update README.md

README.md

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-  <img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/b95b1cfd-4ab9-4e79-a1f7-f5bf7acd3564/original=true,quality=90/ComfyUI_01346_.jpeg" alt="CivitFish" width="350"/>
-</p>
+  <img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/b95b1cfd-4ab9-4e79-a1f7-f5bf7acd3564/original=true,quality=90/ComfyUI_01346_.jpeg" alt="CivitFish" width="200"/>
+</p>
+
+# Hed2CoralReef_Annotation Dataset
+
+## Overview
+This dataset contains 801 SDXL-generated coral reef images and their associated Holistically-Nested Edge Detections (HED). The robot images were created using (SDXL)[https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0] and the Underwater Environment v01 lora by PrivateHindsight on CivitAi: [PrivateHindsight/Underwater_Environment_v01](https://civitai.com/models/561874?modelVersionId=625879)
+
+## Dataset Contents
+- 801 robot images generated with Animagine XL 4.0
+- 801 corresponding Holistically-Nested Edge Detection maps created with this great implementation with pytorch by sniklaus: (sniklaus/pytorch-hed)https://github.com/sniklaus/pytorch-hed
+- Paired data suitable for image-to-image translation tasks
+
+## Use Cases
+This dataset is designed for:
+- Training HED 2 Image cycleGAN models with my dataset annotators, training notebooks, & inference tools at (Leoleojames1/CycleGANControlNet2Anything)[https://github.com/Leoleojames1/CycleGANControlNet2Anything]
+
+## Citation
+If you use this dataset in your research, please cite:
+
+```
+@misc{borcherding2025depth2anything,
+  title={Hed2CoralReef Annotations},
+  author={Borcherding},
+  year={2025},
+  howpublished={\url{https://huggingface.co/datasets/Borcherding/Hed2CoralReef_Annotation}}
+}
+```
+
+## Model Attributions
+When using this dataset, please also cite the original models:
+
+**Animagine XL 4.0**:
+```
+@misc{SDXL,
+  title={Underwater Environment v01},
+  author={StabilityAI},
+  year={2025},
+  howpublished={\url{https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0}}
+}
+```
+
+**pytorch-hed**:
+```
+@misc{pytorch-hed,
+     author = {Simon Niklaus},
+     title = {A Reimplementation of {HED} Using {PyTorch}},
+     year = {2018},
+     howpublished = {\url{https://github.com/sniklaus/pytorch-hed}}
+}
+```
+
+**Holistically-Nested Edge Detection**:
+```
+@inproceedings{Xie_ICCV_2015,
+   author = {Saining Xie and Zhuowen Tu},
+   title = {Holistically-Nested Edge Detection},
+   booktitle = {IEEE International Conference on Computer Vision},
+   year = {2015}
+}
+```