Update README.md

README.md

@@ -48,22 +48,24 @@ Official repository: https://code.peren.gouv.fr/open-source/ai-action-summit/ge
 
 This dataset can be used to assess detection models performances, and in particular their robustness to successive updates of the generation model. 
 
+YOu can also find this dataset on [Zenodo](https://zenodo.org/records/15131117)
+
 ### Dataset description
 
 1.000 generated images with four different versions of stability AI text-to-image diffusion model.
 
 For each models, we generated:
 
-- 500 portraits (👨) using SFHQ-T2I "random" prompts for faces (see Github repo, and dataset on Kaggle),
-- 500 more general content images (🖼️) using captions of Google's Conceptual Captions dataset.
+- 500 portraits (👨) using SFHQ-T2I "random" prompts for faces (see [Github repo](https://github.com/SelfishGene/SFHQ-T2I-dataset), and [dataset on Kaggle](https://www.kaggle.com/datasets/selfishgene/sfhq-t2i-synthetic-faces-from-text-2-image-models)),
+- 500 more general content images (🖼️) using captions of Google's [Conceptual Captions](https://ai.google.com/research/ConceptualCaptions) dataset.
 
 
 |                      Model                      | Number of images |
 |:-----------------------------------------------:|:----------------:|
-| stabilityai/stable-diffusion-xl-base-1.0        | 500 👨 + 500 🖼️    |
-| stabilityai/stable-diffusion-2-1                | 500 👨 + 500 🖼️    |
-| stabilityai/stable-diffusion-3-medium-diffusers | 500 👨 + 500 🖼️    |
-| stabilityai/stable-diffusion-3.5-large          | 500 👨 + 500 🖼️    |
+| [stabilityai/stable-diffusion-xl-base-1.0](https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0)        | 500 👨 + 500 🖼️    |
+| [stabilityai/stable-diffusion-2-1](https://huggingface.co/stabilityai/stable-diffusion-2-1)                | 500 👨 + 500 🖼️    |
+| [stabilityai/stable-diffusion-3-medium-diffusers](https://huggingface.co/stabilityai/stable-diffusion-3-medium-diffusers) | 500 👨 + 500 🖼️    |
+| [stabilityai/stable-diffusion-3.5-large](https://huggingface.co/stabilityai/stable-diffusion-3.5-large)          | 500 👨 + 500 🖼️    |
 
 ### Reproducibility
 
@@ -90,15 +92,14 @@ AIS-4SD/
 └── StableDiffusion-XL-other-20250203-1727
 ```
 
-The metadata for generated images (see generation_metadata.csv) are:
+The metadata for generated images are:
 
 - `model`: model used for generation,
 - `prompt`: prompt used for generation (ie Conceptual Captions caption or sfhqt2i prompt, with some minor prompt engineering),
 - `guidance_scale`: guidance scale of diffusion process,
-- `num_inference_steps`: number of inference steps of diffusion process,
-- `generated_img_relative_path`: relative path to image in zip structure.
+- `num_inference_steps`: number of inference steps of diffusion process.
 
 
 ## Project status
 
-Project is under ongoing development. A preliminary blog post can be found here: https://www.peren.gouv.fr/en/perenlab/2025-02-11_ai_summit/.
+Project is under ongoing development. A preliminary blog post can be found here: [https://www.peren.gouv.fr/en/perenlab/2025-02-11_ai_summit/](https://www.peren.gouv.fr/en/perenlab/2025-02-11_ai_summit/).