Combines healthy-skin inpainting, rare-lesion mapping, and disease-conditioned diffusion to create 266k+ synthetic dermatology images across skin tones and improve malignancy classification.
", "url": "https://hectorcarrion.com/articles/cgddi", "title": "Controllable Generation of Diverse Dermatological Imagery for Fair and Efficient Malignancy Classification, MICCAI", "summary": "Combines healthy-skin inpainting, rare-lesion mapping, and disease-conditioned diffusion to create 266k+ synthetic dermatology images across skin tones and improve malignancy classification.", "date_modified": "2026-09-27T00:00:00.000Z", "author": { "name": "Héctor Carrión" } }, { "id": "https://hectorcarrion.com/articles/dermdepth", "content_html": "Adapts a monocular 3D model with synthetic D-Synth data and small clinical datasets to recover metric lesion geometry and detailed surface normals from one image.
", "url": "https://hectorcarrion.com/articles/dermdepth", "title": "DermDepth: Toward Monocular Metric Scale 3D Reconstruction Models for Dermatology, MICCAI", "summary": "Adapts a monocular 3D model with synthetic D-Synth data and small clinical datasets to recover metric lesion geometry and detailed surface normals from one image.", "date_modified": "2026-09-27T00:00:00.000Z", "author": { "name": "Héctor Carrión" } }, { "id": "https://hectorcarrion.com/articles/fluorescent-camera-wound-imaging", "content_html": "Combines portable fluorescent imaging with spatial clustering to map pH and nitric oxide in mouse wounds and relate biomarker patterns to healing progression.
", "url": "https://hectorcarrion.com/articles/fluorescent-camera-wound-imaging", "title": "A Modular Fluorescent Camera Unit for Wound Imaging, Communications Biology", "summary": "Combines portable fluorescent imaging with spatial clustering to map pH and nitric oxide in mouse wounds and relate biomarker patterns to healing progression.", "date_modified": "2025-07-18T00:00:00.000Z", "author": { "name": "Héctor Carrión" } }, { "id": "https://hectorcarrion.com/articles/tardis-stride", "content_html": "Trains a billion-parameter world model on street-view images linked by location, time, and movement commands, unifying controlled image generation, geolocation, and action prediction.
", "url": "https://hectorcarrion.com/articles/tardis-stride", "title": "TARDIS STRIDE: A Spatio-Temporal Road Image Dataset and World Model for Autonomy", "summary": "Trains a billion-parameter world model on street-view images linked by location, time, and movement commands, unifying controlled image generation, geolocation, and action prediction.", "date_modified": "2025-06-12T00:00:00.000Z", "author": { "name": "Héctor Carrión" } }, { "id": "https://hectorcarrion.com/articles/remote-controlled-bioelectronics", "content_html": "Tests remotely controlled, multi-channel fluoxetine delivery with onboard wound imaging in a porcine model, demonstrating improved early repair relative to standard care.
", "url": "https://hectorcarrion.com/articles/remote-controlled-bioelectronics", "title": "Remote-Controlled Wireless Bioelectronics for Fluoxetine Therapy to Promote Wound Healing in a Porcine Model, AMT", "summary": "Tests remotely controlled, multi-channel fluoxetine delivery with onboard wound imaging in a porcine model, demonstrating improved early repair relative to standard care.", "date_modified": "2025-05-19T00:00:00.000Z", "author": { "name": "Héctor Carrión" } }, { "id": "https://hectorcarrion.com/articles/amat", "content_html": "Demonstrates a standalone wearable ion pump that delivers scheduled fluoxetine doses, improving early tissue repair and inflammatory markers in a mouse-wound proof of concept.
", "url": "https://hectorcarrion.com/articles/amat", "title": "Programmable Delivery of Fluoxetine via Wearable Bioelectronics for Wound Healing In Vivo, AMT", "summary": "Demonstrates a standalone wearable ion pump that delivers scheduled fluoxetine doses, improving early tissue repair and inflammatory markers in a mouse-wound proof of concept.", "date_modified": "2024-09-15T00:00:00.000Z", "author": { "name": "Héctor Carrión" } }, { "id": "https://hectorcarrion.com/articles/fedd", "content_html": "Uses a frozen diffusion model’s visual features with lightweight prediction heads to segment skin lesions and classify malignancy from small, skin-tone-balanced labeled datasets.
", "url": "https://hectorcarrion.com/articles/fedd", "title": "FEDD - Fair, Efficient, and Diverse Diffusion-based Lesion Segmentation and Malignancy Classification, MICCAI", "summary": "Uses a frozen diffusion model’s visual features with lightweight prediction heads to segment skin lesions and classify malignancy from small, skin-tone-balanced labeled datasets.", "date_modified": "2023-10-01T00:00:00.000Z", "author": { "name": "Héctor Carrión" } }, { "id": "https://hectorcarrion.com/articles/healnet", "content_html": "Learns temporal ordering from mouse-wound image pairs, clusters the resulting features into four healing stages, and trains a classifier without manual stage annotations.
", "url": "https://hectorcarrion.com/articles/healnet", "title": "HealNet - Self-supervised Acute Wound Heal-Stage Classification, MICCAI", "summary": "Learns temporal ordering from mouse-wound image pairs, clusters the resulting features into four healing stages, and trains a classifier without manual stage annotations.", "date_modified": "2022-12-16T00:00:00.000Z", "author": { "name": "Héctor Carrión" } }, { "id": "https://hectorcarrion.com/articles/auto_wound", "content_html": "Combines wound detection, segmentation, and reference-based sizing to automate mouse-wound measurements, preserving closure trends despite uneven imaging and missing or damaged splints.
", "url": "https://hectorcarrion.com/articles/auto_wound", "title": "Automatic wound detection and size estimation using deep learning algorithms, PLOS", "summary": "Combines wound detection, segmentation, and reference-based sizing to automate mouse-wound measurements, preserving closure trends despite uneven imaging and missing or damaged splints.", "date_modified": "2022-03-11T00:00:00.000Z", "author": { "name": "Héctor Carrión" } }, { "id": "https://hectorcarrion.com/articles/bee", "content_html": "Studies honeybee re-identification from abdomen images, using short video tracks for self-supervised pretraining and tag-derived identity labels for fine-tuning across days.
", "url": "https://hectorcarrion.com/articles/bee", "title": "Honeybee Re-identification in Video: New Datasets and Impact of Self-supervision, VISAPP", "summary": "Studies honeybee re-identification from abdomen images, using short video tracks for self-supervised pretraining and tag-derived identity labels for fine-tuning across days.", "date_modified": "2022-01-19T00:00:00.000Z", "author": { "name": "Héctor Carrión" } } ] }