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--- |
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dataset_info: |
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features: |
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- name: image |
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dtype: image |
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- name: text |
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dtype: string |
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- name: file_name |
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dtype: string |
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- name: synthetic_type |
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dtype: |
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class_label: |
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names: |
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'0': healthy |
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'1': lesion-mapped |
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'2': semantic |
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- name: prompt_healthy_image_id |
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dtype: int32 |
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- name: prompt_healthy_image_skin_tone |
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dtype: int32 |
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- name: prompt_healthy_image_has_ruler |
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dtype: bool |
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- name: prompt_disease |
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dtype: string |
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- name: prompt_disease_malignancy |
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dtype: float32 |
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- name: prompt_text_skin_tone |
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dtype: float32 |
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- name: parametric_synthetic |
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dtype: float32 |
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- name: training_samples |
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dtype: float32 |
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splits: |
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- name: train |
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num_bytes: 25165990894.36 |
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num_examples: 266136 |
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download_size: 9154922115 |
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dataset_size: 25165990894.36 |
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configs: |
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- config_name: default |
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data_files: |
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- split: train |
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path: data/train-* |
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license: apache-2.0 |
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task_categories: |
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- image-to-image |
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- text-to-image |
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- image-classification |
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language: |
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- en |
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tags: |
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- medical |
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pretty_name: cgDDI |
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size_categories: |
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- 100K<n<1M |
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--- |
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# Dataset Card for cgDDI |
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This repository is the official dataset of cgDDI: Controllable Generation of Diverse Dermatological Imagery for Fair and Efficient Malignancy Classification which is currently under review. As this paper is not openly distributed (or on Arxiv), the method detail here will be minimal. |
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## 🥐 Croissant File 🥐 |
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We host a dedicated and manually extended croissant file, expanding on the one automatically generated by HuggingFace. This file includes RAI fields and additional metadata useful to the research community. It is available on this repo, direct link here: https://huggingface.co/datasets/hcarrion/ControllabeGenDDI/resolve/main/croissant_rai.json |
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## Dataset Details |
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We do not re-host previous artifacts, thus remember to fetch the original DDI dataset at https://ddi-dataset.github.io/ and the sDDI masks from https://github.com/hectorcarrion/FEDD. |
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Further discussed on the manuscript. Soon to be added here post-review! |
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## Code |
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All code can be found on https://github.com/hectorcarrion/ControllableGenDDI along with a README. |
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## Models |
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Models can be found at the following links: |
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1. https://huggingface.co/hcarrion/xanthogranuloma |
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2. https://huggingface.co/hcarrion/verruciform_xanthoma |
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3. https://huggingface.co/hcarrion/verruca_vulgaris |
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4. https://huggingface.co/hcarrion/trichofolliculoma |
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5. https://huggingface.co/hcarrion/trichilemmoma |
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6. https://huggingface.co/hcarrion/traumatic_injury |
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7. https://huggingface.co/hcarrion/tinea_pedis |
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8. https://huggingface.co/hcarrion/syringocystadenoma_papilliferum |
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9. https://huggingface.co/hcarrion/squamous_cell_carcinoma |
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10. https://huggingface.co/hcarrion/spindle_cell_nevus_of_Reed |
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11. https://huggingface.co/hcarrion/solar_lentigo |
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12. https://huggingface.co/hcarrion/seborrheic_keratosis |
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13. https://huggingface.co/hcarrion/sebaceous_carcinoma |
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14. https://huggingface.co/hcarrion/morphea |
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15. https://huggingface.co/hcarrion/scar |
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16. https://huggingface.co/hcarrion/reactive_lymphoid_hyperplasia |
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17. https://huggingface.co/hcarrion/pyogenic_granuloma |
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18. https://huggingface.co/hcarrion/prurigo_nodularis |
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19. https://huggingface.co/hcarrion/onychomycosis |
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20. https://huggingface.co/hcarrion/nevus_lipomatosus_superficialis |
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21. https://huggingface.co/hcarrion/nevus |
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22. https://huggingface.co/hcarrion/neuroma |
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23. https://huggingface.co/hcarrion/neurofibroma |
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24. https://huggingface.co/hcarrion/molluscum_contagiosum |
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25. https://huggingface.co/hcarrion/metastatic_carcinoma |
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26. https://huggingface.co/hcarrion/melanoma |
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27. https://huggingface.co/hcarrion/lymphocytic_infiltrations |
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28. https://huggingface.co/hcarrion/lipoma |
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29. https://huggingface.co/hcarrion/lichenoid_keratosis |
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30. https://huggingface.co/hcarrion/leukemia_cutis |
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31. https://huggingface.co/hcarrion/keloid |
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32. https://huggingface.co/hcarrion/kaposi_sarcoma |
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33. https://huggingface.co/hcarrion/hyperpigmentation |
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34. https://huggingface.co/hcarrion/hematoma |
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35. https://huggingface.co/hcarrion/graft-vs-host_disease |
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36. https://huggingface.co/hcarrion/glomangioma |
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37. https://huggingface.co/hcarrion/foreign_body_granuloma |
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38. https://huggingface.co/hcarrion/folliculitis |
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39. https://huggingface.co/hcarrion/focal-acral-hyperkeratosis |
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40. https://huggingface.co/hcarrion/fibrous_papule |
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41. https://huggingface.co/hcarrion/epidermal_nevus |
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42. https://huggingface.co/hcarrion/epidermal_cyst |
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43. https://huggingface.co/hcarrion/atopic_dermatitis |
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44. https://huggingface.co/hcarrion/eccrine_poroma |
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45. https://huggingface.co/hcarrion/dermatomyositis |
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46. https://huggingface.co/hcarrion/dermatofibroma |
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47. https://huggingface.co/hcarrion/cutaneous_T-cell_lymphoma |
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48. https://huggingface.co/hcarrion/condyloma_acuminatum |
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49. https://huggingface.co/hcarrion/coccidioidomycosis |
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50. https://huggingface.co/hcarrion/clear_cell_acanthoma |
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51. https://huggingface.co/hcarrion/chondroid_syringoma |
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52. https://huggingface.co/hcarrion/cellular_neurothekeoma |
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53. https://huggingface.co/hcarrion/blue_nevus |
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54. https://huggingface.co/hcarrion/blastic_plasmacytoid_dendritic_cell_neoplasm |
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55. https://huggingface.co/hcarrion/benign_keratosis |
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56. https://huggingface.co/hcarrion/basal_cell_carcinoma |
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57. https://huggingface.co/hcarrion/arteriovenous_hemangioma |
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58. https://huggingface.co/hcarrion/angioma |
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59. https://huggingface.co/hcarrion/angioleiomyoma |
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60. https://huggingface.co/hcarrion/actinic_keratosis |
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61. https://huggingface.co/hcarrion/acrochordon |
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62. https://huggingface.co/hcarrion/acral_melanotic_macule |
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63. https://huggingface.co/hcarrion/acquired_digital_fibrokeratoma |
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64. https://huggingface.co/hcarrion/acne-cystic |
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65. https://huggingface.co/hcarrion/abscess |
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## Usage Terms |
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We release this data, code and models with the intent of academic use and to promote fairness research. We do not allow un-ethical usage of these artifacts. |