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--- |
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license: apache-2.0 |
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--- |
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<p align="center"> |
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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="200"/> |
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</p> |
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# Hed2CoralReef_Annotation Dataset |
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## Overview |
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This dataset contains 801 [SDXL](https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0)-generated coral reef images and their associated Holistically-Nested Edge Detections (HED). The reef 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) |
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## Dataset Contents |
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- 801 coral reef images generated with [SDXL](https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0) with the [PrivateHindsight/Underwater_Environment_v01](https://civitai.com/models/561874?modelVersionId=625879) LoRA |
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- 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) |
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- Paired data suitable for image-to-image translation tasks |
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## Use Cases |
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This dataset is designed for: |
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- Training HED 2 Image cycleGAN models with my dataset annotators, training notebooks, & inference tools at [Leoleojames1/CycleGANControlNet2Anything](https://github.com/Leoleojames1/CycleGANControlNet2Anything) |
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## Citation |
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If you use this dataset in your research, please cite: |
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``` |
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@misc{borcherding2025depth2anything, |
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title={Hed2CoralReef Annotations}, |
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author={Borcherding}, |
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year={2025}, |
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howpublished={\url{https://huggingface.co/datasets/Borcherding/Hed2CoralReef_Annotation}} |
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} |
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``` |
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## Model Attributions |
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When using this dataset, please also cite the original models: |
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**SDXL**: |
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``` |
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@misc{SDXL, |
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title={stable-diffusion-xl-base-1.0}, |
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author={StabilityAI}, |
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year={2025}, |
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howpublished={\url{https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0}} |
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} |
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``` |
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**Underwater Environment v01 LoRA**: |
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``` |
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@misc{Underwater-Environment-v01, |
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title={Underwater Environment v01}, |
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author={PrivateHindsight}, |
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year={2025}, |
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howpublished={\url{https://civitai.com/models/561874?modelVersionId=625879}} |
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} |
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``` |
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**pytorch-hed**: |
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``` |
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@misc{pytorch-hed, |
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author = {Simon Niklaus}, |
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title = {A Reimplementation of {HED} Using {PyTorch}}, |
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year = {2018}, |
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howpublished = {\url{https://github.com/sniklaus/pytorch-hed}} |
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} |
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``` |
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**Holistically-Nested Edge Detection**: |
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``` |
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@inproceedings{Xie_ICCV_2015, |
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author = {Saining Xie and Zhuowen Tu}, |
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title = {Holistically-Nested Edge Detection}, |
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booktitle = {IEEE International Conference on Computer Vision}, |
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year = {2015} |
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} |
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``` |
