MrGiovanni/Touchstone

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MrGiovanni/Touchstone

MrGiovanni

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[NeurIPS 2024] Touchstone - Benchmarking AI on 5,172 o.o.d. CT volumes and 9 anatomical structures

UNetPlusPlus

[IEEE TMI] Official Implementation for UNet++

ModelsGenesis

[MICCAI 2019 Young Scientist Award] [MEDIA 2020 Best Paper Award] Models Genesis

Jupyter Notebook

SyntheticTumors

[CVPR 2023] Label-Free Liver Tumor Segmentation

SuPreM

[ICLR 2024 Oral] Supervised Pre-Trained 3D Models for Medical Image Analysis (9,262 CT volumes + 25 annotated classes)

AbdomenAtlas

[NeurIPS 2023] AbdomenAtlas 1.0 (5,195 CT volumes + 9 annotated classes)

DiffTumor

[CVPR 2024] Generalizable Tumor Synthesis - Realistic Synthetic Tumors in Liver, Pancreas, and Kidney

Active-Learning

[CVPR 2017] Official Implementation for AIFT

ContinualLearning

[MICCAI 2023] Continual Learning for Abdominal Multi-Organ and Tumor Segmentation

Pixel2Cancer

[MICCAI 2024] Cellular Automata for Tumor Development - Realistic Synthetic Tumors in Liver, Pancreas, and Kidney

Jupyter Notebook

LabelAssemble

[ISBI 2023] Official Implementation for Label-Assemble

Dissertation

Zongwei Zhou's Ph.D. Dissertation

Eureka

SimSID

[IEEE TPAMI] Anomaly Detection in Chest X-ray

OnlineLearning

[MICCAI 2024] Embracing Massive Medical Data

GenesisLung

Jupyter Notebook

bodymaps

AbdomenAtlasX

ColdStart

Cold Start Problem in Vision Active Learning

Stats

Jupyter Notebook