A python framework accelerating ML based discovery in the medical field by encouraging code reuse. Batteries included :)
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Updated
Oct 5, 2026 - Python
A python framework accelerating ML based discovery in the medical field by encouraging code reuse. Batteries included :)
[MICCAI 2023] DermoSegDiff: A Boundary-aware Segmentation Diffusion Model for Skin Lesion Delineation
Classification and Segmentation with Mask-RCNN of Skin Cancer using ISIC dataset
The official command line tool for interacting with the ISIC Archive.
Instructions for the removal of duplicate image files from within individual ISIC datasets and across all ISIC datasets.
1,000+ open taxonomy systems with 1.2M+ codes and 320K+ crosswalk edges. NAICS, ISIC, NACE, HS, SOC, ISCO, ESCO, CPC, UNSPSC, ICD-10/11, Patent CPC, GDPR, and more - all connected. REST API + MCP server for AI agents. Open source (MIT) by Colaberry Inc.
A template for submitting algorithms to the ISIC Challenge
A Python SDK Library for working with the International Standard Industrial Classification of All Economic Activities (ISIC), Revision 4.
ISIC2016challenge
Source code for the paper: "CoFiDA-M: Concept-Aware Feature Modulation for Cross-Domain Adaptation with Image-Only Inference"
Thesis project: CNN skin-lesion classifier on ISIC 2020 with Grad-CAM explainability and an ONNX/FastAPI inference API. Educational triage support, not a diagnostic device.
ISIC Archive API v2 download images by ISIC ID
Source code for the paper: "Adaptive Distribution-aware Transformer for Multi-Scale Visual Representation Learning on Imbalanced and Low-Resolution Data"
MaLViL: Multi-axis Low-rank Vision-LSTM for Medical Image Segmentation
multilingual hierarchical text classification against deep taxonomies (e.g. ISCO / ISIC).
Source code for the paper: "HiPerViT: A Hybrid Multi-Scale Encoder for Hierarchical Patch Representation on Imbalanced Low-Resolution Data"
Python pipeline that harvests qualitative research data from Harvard Dataverse & Columbia Oral History, catalogs QDA project files (.qdpx, NVivo, MAXQDA, ATLAS.ti) in SQLite, and classifies every project by ISIC Rev. 5 division using a stdlib TF-IDF classifier. Seeding QDArchive (SQ26) : FAU Erlangen-Nürnberg.
Hybrid dermoscopy classifier: EfficientNet-B4 + SwinV2 + metadata fusion for 8-class ISIC 2019 skin lesion classification. Includes Grad-CAM, SLM explanations, StyleGAN2 synthetic augmentation, and a React clinical review UI
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