image imagewidth (px) 256 256 | text stringclasses 318 values | file_name stringlengths 29 86 | synthetic_type class label 2 classes | prompt_healthy_image_id int32 1 653 | prompt_healthy_image_skin_tone int32 12 56 | prompt_healthy_image_has_ruler bool 2 classes | prompt_disease stringclasses 52 values | prompt_disease_malignancy float32 0 1 ⌀ | prompt_text_skin_tone float32 | parametric_synthetic float32 0 0 ⌀ | training_samples float32 |
|---|---|---|---|---|---|---|---|---|---|---|---|
a clinical image of healthy dark skin | healthy_synthetics/000001.png | 0healthy | 1 | 56 | false | null | null | null | null | null | |
a clinical image of healthy dark skin | healthy_synthetics/000006.png | 0healthy | 6 | 56 | false | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000007.png | 0healthy | 7 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000009.png | 0healthy | 9 | 56 | true | null | null | null | null | null | |
a clinical image of healthy medium skin measurement ruler | healthy_synthetics/000010.png | 0healthy | 10 | 34 | true | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000011.png | 0healthy | 11 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin | healthy_synthetics/000014.png | 0healthy | 14 | 56 | false | null | null | null | null | null | |
a clinical image of healthy dark skin | healthy_synthetics/000022.png | 0healthy | 22 | 56 | false | null | null | null | null | null | |
a clinical image of healthy medium skin measurement ruler | healthy_synthetics/000036.png | 0healthy | 36 | 34 | true | null | null | null | null | null | |
a clinical image of healthy light skin measurement ruler | healthy_synthetics/000040.png | 0healthy | 40 | 12 | true | null | null | null | null | null | |
a clinical image of healthy light skin | healthy_synthetics/000041.png | 0healthy | 41 | 12 | false | null | null | null | null | null | |
a clinical image of healthy light skin | healthy_synthetics/000042.png | 0healthy | 42 | 12 | false | null | null | null | null | null | |
a clinical image of healthy light skin measurement ruler | healthy_synthetics/000044.png | 0healthy | 44 | 12 | true | null | null | null | null | null | |
a clinical image of healthy light skin | healthy_synthetics/000047.png | 0healthy | 47 | 12 | false | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000053.png | 0healthy | 53 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin | healthy_synthetics/000056.png | 0healthy | 56 | 56 | false | null | null | null | null | null | |
a clinical image of healthy dark skin | healthy_synthetics/000058.png | 0healthy | 58 | 56 | false | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000060.png | 0healthy | 60 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin | healthy_synthetics/000061.png | 0healthy | 61 | 56 | false | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000063.png | 0healthy | 63 | 56 | true | null | null | null | null | null | |
a clinical image of healthy medium skin measurement ruler | healthy_synthetics/000064.png | 0healthy | 64 | 34 | true | null | null | null | null | null | |
a clinical image of healthy medium skin measurement ruler | healthy_synthetics/000070.png | 0healthy | 70 | 34 | true | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000076.png | 0healthy | 76 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000077.png | 0healthy | 77 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin | healthy_synthetics/000080.png | 0healthy | 80 | 56 | false | null | null | null | null | null | |
a clinical image of healthy medium skin measurement ruler | healthy_synthetics/000081.png | 0healthy | 81 | 34 | true | null | null | null | null | null | |
a clinical image of healthy medium skin measurement ruler | healthy_synthetics/000082.png | 0healthy | 82 | 34 | true | null | null | null | null | null | |
a clinical image of healthy dark skin | healthy_synthetics/000083.png | 0healthy | 83 | 56 | false | null | null | null | null | null | |
a clinical image of healthy dark skin | healthy_synthetics/000084.png | 0healthy | 84 | 56 | false | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000087.png | 0healthy | 87 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000088.png | 0healthy | 88 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin | healthy_synthetics/000089.png | 0healthy | 89 | 56 | false | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000093.png | 0healthy | 93 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000095.png | 0healthy | 95 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin | healthy_synthetics/000096.png | 0healthy | 96 | 56 | false | null | null | null | null | null | |
a clinical image of healthy medium skin measurement ruler | healthy_synthetics/000098.png | 0healthy | 98 | 34 | true | null | null | null | null | null | |
a clinical image of healthy medium skin measurement ruler | healthy_synthetics/000099.png | 0healthy | 99 | 34 | true | null | null | null | null | null | |
a clinical image of healthy medium skin measurement ruler | healthy_synthetics/000100.png | 0healthy | 100 | 34 | true | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000104.png | 0healthy | 104 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000105.png | 0healthy | 105 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000109.png | 0healthy | 109 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000111.png | 0healthy | 111 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000112.png | 0healthy | 112 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin | healthy_synthetics/000113.png | 0healthy | 113 | 56 | false | null | null | null | null | null | |
a clinical image of healthy dark skin | healthy_synthetics/000114.png | 0healthy | 114 | 56 | false | null | null | null | null | null | |
a clinical image of healthy dark skin | healthy_synthetics/000115.png | 0healthy | 115 | 56 | false | null | null | null | null | null | |
a clinical image of healthy dark skin | healthy_synthetics/000116.png | 0healthy | 116 | 56 | false | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000120.png | 0healthy | 120 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000121.png | 0healthy | 121 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin | healthy_synthetics/000124.png | 0healthy | 124 | 56 | false | null | null | null | null | null | |
a clinical image of healthy dark skin | healthy_synthetics/000125.png | 0healthy | 125 | 56 | false | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000127.png | 0healthy | 127 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000129.png | 0healthy | 129 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin | healthy_synthetics/000132.png | 0healthy | 132 | 56 | false | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000133.png | 0healthy | 133 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000134.png | 0healthy | 134 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000135.png | 0healthy | 135 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin | healthy_synthetics/000137.png | 0healthy | 137 | 56 | false | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000139.png | 0healthy | 139 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000141.png | 0healthy | 141 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000142.png | 0healthy | 142 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin | healthy_synthetics/000146.png | 0healthy | 146 | 56 | false | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000147.png | 0healthy | 147 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin | healthy_synthetics/000151.png | 0healthy | 151 | 56 | false | null | null | null | null | null | |
a clinical image of healthy dark skin | healthy_synthetics/000152.png | 0healthy | 152 | 56 | false | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000153.png | 0healthy | 153 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin | healthy_synthetics/000160.png | 0healthy | 160 | 56 | false | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000163.png | 0healthy | 163 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000166.png | 0healthy | 166 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000167.png | 0healthy | 167 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000169.png | 0healthy | 169 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin | healthy_synthetics/000170.png | 0healthy | 170 | 56 | false | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000171.png | 0healthy | 171 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin | healthy_synthetics/000172.png | 0healthy | 172 | 56 | false | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000173.png | 0healthy | 173 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin | healthy_synthetics/000175.png | 0healthy | 175 | 56 | false | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000180.png | 0healthy | 180 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin | healthy_synthetics/000181.png | 0healthy | 181 | 56 | false | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000182.png | 0healthy | 182 | 56 | true | null | null | null | null | null | |
a clinical image of healthy medium skin | healthy_synthetics/000184.png | 0healthy | 184 | 34 | false | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000185.png | 0healthy | 185 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000186.png | 0healthy | 186 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000187.png | 0healthy | 187 | 56 | true | null | null | null | null | null | |
a clinical image of healthy medium skin | healthy_synthetics/000188.png | 0healthy | 188 | 34 | false | null | null | null | null | null | |
a clinical image of healthy medium skin measurement ruler | healthy_synthetics/000189.png | 0healthy | 189 | 34 | true | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000190.png | 0healthy | 190 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000191.png | 0healthy | 191 | 56 | true | null | null | null | null | null | |
a clinical image of healthy medium skin measurement ruler | healthy_synthetics/000194.png | 0healthy | 194 | 34 | true | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000195.png | 0healthy | 195 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000197.png | 0healthy | 197 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000200.png | 0healthy | 200 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000201.png | 0healthy | 201 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin | healthy_synthetics/000202.png | 0healthy | 202 | 56 | false | null | null | null | null | null | |
a clinical image of healthy dark skin | healthy_synthetics/000205.png | 0healthy | 205 | 56 | false | null | null | null | null | null | |
a clinical image of healthy dark skin | healthy_synthetics/000206.png | 0healthy | 206 | 56 | false | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000207.png | 0healthy | 207 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin | healthy_synthetics/000208.png | 0healthy | 208 | 56 | false | null | null | null | null | null | |
a clinical image of healthy dark skin measurement ruler | healthy_synthetics/000213.png | 0healthy | 213 | 56 | true | null | null | null | null | null | |
a clinical image of healthy dark skin | healthy_synthetics/000214.png | 0healthy | 214 | 56 | false | null | null | null | null | null | |
a clinical image of healthy dark skin | healthy_synthetics/000215.png | 0healthy | 215 | 56 | false | null | null | null | null | null |
Dataset Card for cgDDI
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.
🥐 Croissant File 🥐
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
Dataset Details
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.
Further discussed on the manuscript. Soon to be added here post-review!
Code
All code can be found on https://github.com/hectorcarrion/ControllableGenDDI along with a README.
Models
Models can be found at the following links:
- https://huggingface.co/hcarrion/xanthogranuloma
- https://huggingface.co/hcarrion/verruciform_xanthoma
- https://huggingface.co/hcarrion/verruca_vulgaris
- https://huggingface.co/hcarrion/trichofolliculoma
- https://huggingface.co/hcarrion/trichilemmoma
- https://huggingface.co/hcarrion/traumatic_injury
- https://huggingface.co/hcarrion/tinea_pedis
- https://huggingface.co/hcarrion/syringocystadenoma_papilliferum
- https://huggingface.co/hcarrion/squamous_cell_carcinoma
- https://huggingface.co/hcarrion/spindle_cell_nevus_of_Reed
- https://huggingface.co/hcarrion/solar_lentigo
- https://huggingface.co/hcarrion/seborrheic_keratosis
- https://huggingface.co/hcarrion/sebaceous_carcinoma
- https://huggingface.co/hcarrion/morphea
- https://huggingface.co/hcarrion/scar
- https://huggingface.co/hcarrion/reactive_lymphoid_hyperplasia
- https://huggingface.co/hcarrion/pyogenic_granuloma
- https://huggingface.co/hcarrion/prurigo_nodularis
- https://huggingface.co/hcarrion/onychomycosis
- https://huggingface.co/hcarrion/nevus_lipomatosus_superficialis
- https://huggingface.co/hcarrion/nevus
- https://huggingface.co/hcarrion/neuroma
- https://huggingface.co/hcarrion/neurofibroma
- https://huggingface.co/hcarrion/molluscum_contagiosum
- https://huggingface.co/hcarrion/metastatic_carcinoma
- https://huggingface.co/hcarrion/melanoma
- https://huggingface.co/hcarrion/lymphocytic_infiltrations
- https://huggingface.co/hcarrion/lipoma
- https://huggingface.co/hcarrion/lichenoid_keratosis
- https://huggingface.co/hcarrion/leukemia_cutis
- https://huggingface.co/hcarrion/keloid
- https://huggingface.co/hcarrion/kaposi_sarcoma
- https://huggingface.co/hcarrion/hyperpigmentation
- https://huggingface.co/hcarrion/hematoma
- https://huggingface.co/hcarrion/graft-vs-host_disease
- https://huggingface.co/hcarrion/glomangioma
- https://huggingface.co/hcarrion/foreign_body_granuloma
- https://huggingface.co/hcarrion/folliculitis
- https://huggingface.co/hcarrion/focal-acral-hyperkeratosis
- https://huggingface.co/hcarrion/fibrous_papule
- https://huggingface.co/hcarrion/epidermal_nevus
- https://huggingface.co/hcarrion/epidermal_cyst
- https://huggingface.co/hcarrion/atopic_dermatitis
- https://huggingface.co/hcarrion/eccrine_poroma
- https://huggingface.co/hcarrion/dermatomyositis
- https://huggingface.co/hcarrion/dermatofibroma
- https://huggingface.co/hcarrion/cutaneous_T-cell_lymphoma
- https://huggingface.co/hcarrion/condyloma_acuminatum
- https://huggingface.co/hcarrion/coccidioidomycosis
- https://huggingface.co/hcarrion/clear_cell_acanthoma
- https://huggingface.co/hcarrion/chondroid_syringoma
- https://huggingface.co/hcarrion/cellular_neurothekeoma
- https://huggingface.co/hcarrion/blue_nevus
- https://huggingface.co/hcarrion/blastic_plasmacytoid_dendritic_cell_neoplasm
- https://huggingface.co/hcarrion/benign_keratosis
- https://huggingface.co/hcarrion/basal_cell_carcinoma
- https://huggingface.co/hcarrion/arteriovenous_hemangioma
- https://huggingface.co/hcarrion/angioma
- https://huggingface.co/hcarrion/angioleiomyoma
- https://huggingface.co/hcarrion/actinic_keratosis
- https://huggingface.co/hcarrion/acrochordon
- https://huggingface.co/hcarrion/acral_melanotic_macule
- https://huggingface.co/hcarrion/acquired_digital_fibrokeratoma
- https://huggingface.co/hcarrion/acne-cystic
- https://huggingface.co/hcarrion/abscess
Usage Terms
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.
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