tufts-ml / SSL-vs-SSL-benchmarkLinks
Code for benchmark comparing self-supervised and semi-supervised deep classifiers for medical images
☆24Updated 3 weeks ago
Alternatives and similar repositories for SSL-vs-SSL-benchmark
Users that are interested in SSL-vs-SSL-benchmark are comparing it to the libraries listed below
Sorting:
- [CVPR2023]PEFAT: Boosting Semi-supervised Medical Image Classification via Pseudo-loss Estimation and Feature Adversarial Training☆52Updated 2 years ago
- ☆20Updated last year
- ☆25Updated 8 months ago
- ☆25Updated 2 years ago
- [ICASSP 2023] Prototype Knowledge Distillation for Medical Segmentation with Missing Modality☆56Updated 10 months ago
- Code for [IEEE-TMI] Domain and Content Adaptive Convolution based Multi-Source Domain Generalization for Medical Image Segmentation.☆40Updated 3 years ago
- [MedIA] Paper list and source code for survey "A comprehensive survey on deep active learning in medical image analysis"☆119Updated 6 months ago
- [MICCAI 2024] Swin SMT: Global Sequential Modeling for Enhancing 3D Medical Image Segmentation☆22Updated last year
- [TNNLS'25] [MICCAI'24] A Parameter and Memory Efficient Transfer Learning Method☆33Updated last month
- CVPR 2024 (Highlight)☆142Updated last year
- [CVPR2024] MAPSeg: Unified Unsupervised Domain Adaptation for Heterogeneous Medical Image Segmentation Based on 3D Masked Autoencoding an…☆59Updated 10 months ago
- repository for CAML: Correlation-aware mutual learning for semi-supervised medical image segmentation☆39Updated 2 years ago
- [AAAI 2023] Official PyTorch implementation of the paper "SLAug: Rethinking Data Augmentation for Single-source Domain Generalization in …☆77Updated last year
- ☆99Updated 4 months ago
- ☆22Updated 8 months ago
- [IEEE-TMI'22] Causality-inspired Single-source Domain Generalization for Medical Image Segmentation (code&data-processing pipeline)☆109Updated 3 years ago
- [MICCAI 2023] Few-Shot Medical Image Segmentation via a Region-enhanced Prototypical Transformer☆62Updated 9 months ago
- [MICCAI 2023] Continual Learning for Abdominal Multi-Organ and Tumor Segmentation☆72Updated last year
- [ECCV2022&TPAMI] Official pytorch implementation of UniMiSS & UniMiSS+☆70Updated last year
- ☆45Updated 10 months ago
- ☆30Updated last year
- ☆77Updated last year
- ☆64Updated last year
- This repository contains the implementation for our work "Topology-Aware Uncertainty for Image Segmentation", accepted to NeurIPS 2023.☆49Updated 10 months ago
- [MICCAI 2024] CUTS: A Deep Learning and Topological Framework for Multigranular Unsupervised Medical Image Segmentation☆19Updated 6 months ago
- CrossMatch: Enhance Semi-Supervised Medical Image Segmentation with Perturbation Strategies and Knowledge Distillation☆44Updated last month
- ☆31Updated 5 months ago
- (TMI-2024) Source-Free Active Domain Adaptation (SFADA) for GTV Segmentation across Multiple Hospitals☆46Updated 11 months ago
- Official implementation for paper "Shifting More Attention to Breast Lesion Segmentation in Ultrasound Videos"☆31Updated 2 years ago
- offical code for: Semi-supervised Pathological Image Segmentation via Cross Distillation of Multiple Attentions. MICCAI 2023.☆57Updated last year