MrGiovanni
My research focuses on developing novel methods to reduce the annotation efforts for computer-aided detection and diagnosis.
Johns Hopkins UniversityBaltimore, MD
Pinned Repositories
CLIP-Driven-Universal-Model
[ICCV 2023] CLIP-Driven Universal Model; Rank first in MSD Competition.
AbdomenAtlas
[NeurIPS 2023] AbdomenAtlas 1.0 (5,195 CT volumes + 9 annotated classes)
Active-Learning
[CVPR 2017] Official Implementation for AIFT
ContinualLearning
[MICCAI 2023] Continual Learning for Abdominal Multi-Organ and Tumor Segmentation
DiffTumor
[CVPR 2024] Generalizable Tumor Synthesis - Realistic Synthetic Tumors in Liver, Pancreas, and Kidney
ModelsGenesis
[MICCAI 2019 Young Scientist Award] [MEDIA 2020 Best Paper Award] Models Genesis
SuPreM
[ICLR 2024 Oral] Supervised Pre-Trained 3D Models for Medical Image Analysis (9,262 CT volumes + 25 annotated classes)
SyntheticTumors
[CVPR 2023] Label-Free Liver Tumor Segmentation
Touchstone
[NeurIPS 2024] Touchstone - Benchmarking AI on 5,172 o.o.d. CT volumes and 9 anatomical structures
UNetPlusPlus
[IEEE TMI] Official Implementation for UNet++
MrGiovanni's Repositories
MrGiovanni/UNetPlusPlus
[IEEE TMI] Official Implementation for UNet++
MrGiovanni/ModelsGenesis
[MICCAI 2019 Young Scientist Award] [MEDIA 2020 Best Paper Award] Models Genesis
MrGiovanni/SyntheticTumors
[CVPR 2023] Label-Free Liver Tumor Segmentation
MrGiovanni/SuPreM
[ICLR 2024 Oral] Supervised Pre-Trained 3D Models for Medical Image Analysis (9,262 CT volumes + 25 annotated classes)
MrGiovanni/AbdomenAtlas
[NeurIPS 2023] AbdomenAtlas 1.0 (5,195 CT volumes + 9 annotated classes)
MrGiovanni/DiffTumor
[CVPR 2024] Generalizable Tumor Synthesis - Realistic Synthetic Tumors in Liver, Pancreas, and Kidney
MrGiovanni/Active-Learning
[CVPR 2017] Official Implementation for AIFT
MrGiovanni/Touchstone
[NeurIPS 2024] Touchstone - Benchmarking AI on 5,172 o.o.d. CT volumes and 9 anatomical structures
MrGiovanni/ContinualLearning
[MICCAI 2023] Continual Learning for Abdominal Multi-Organ and Tumor Segmentation
MrGiovanni/Pixel2Cancer
[MICCAI 2024] Cellular Automata for Tumor Development - Realistic Synthetic Tumors in Liver, Pancreas, and Kidney
MrGiovanni/LabelAssemble
[ISBI 2023] Official Implementation for Label-Assemble
MrGiovanni/SimSID
[IEEE TPAMI] Anomaly Detection in Chest X-ray
MrGiovanni/Dissertation
Zongwei Zhou's Ph.D. Dissertation
MrGiovanni/OnlineLearning
[MICCAI 2024] Embracing Massive Medical Data
MrGiovanni/Eureka
MrGiovanni/GenesisLung
MrGiovanni/bodymaps
MrGiovanni/AbdomenAtlasX
MrGiovanni/ColdStart
Cold Start Problem in Vision Active Learning
MrGiovanni/bodymaps-website
Web App for NIfTI CT Scan + Segmentation Visualization
MrGiovanni/Stats