[ECCV'20] Self-supervision with Superpixels: Training Few-shot Medical Image Segmentation without Annotation (code&data-processing pipeline)
☆470Jul 9, 2025Updated last year
Alternatives and similar repositories for Self-supervised-Fewshot-Medical-Image-Segmentation
Users that are interested in Self-supervised-Fewshot-Medical-Image-Segmentation are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- PyTorch implementation of 'Squeeze and Excite' Guided Few Shot Segmentation of Volumetric Scans☆116Oct 14, 2019Updated 6 years ago
- [MICCAI 2023] Few-Shot Medical Image Segmentation via a Region-enhanced Prototypical Transformer☆68Mar 4, 2025Updated last year
- Python codes to implement Q-Net, a meta-learning method for few shot medical image segmentation☆51Dec 5, 2023Updated 2 years ago
- This is the official code of the paper "Few Shot Medical Image Segmentation with Cross Attention Transformer"☆66Sep 27, 2023Updated 2 years ago
- Code for the paper "Anomaly Detection-Inspired Few-Shot Medical Image Segmentation Through Self-Supervision With Supervoxels".☆43Sep 26, 2022Updated 3 years ago
- AI Agents on DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- Code for our ICCV 2019 paper PANet: Few-Shot Image Semantic Segmentation with Prototype Alignment☆359Jul 8, 2024Updated 2 years ago
- Few Shot Semantic Segmentation Papers☆894Sep 11, 2023Updated 2 years ago
- Code for Recurrent Mask Refinement for Few-Shot Medical Image Segmentation (ICCV 2021).☆59Aug 28, 2021Updated 4 years ago
- PFENet: Prior Guided Feature Enrichment Network for Few-shot Segmentation (TPAMI).☆358Aug 1, 2024Updated last year
- Semi Supervised Learning for Medical Image Segmentation, a collection of literature reviews and code implementations.☆2,675Jun 7, 2025Updated last year
- ☆40Sep 3, 2024Updated last year
- Dual Contrastive Learning for Few-shot Medical Image Segmentation☆28Mar 2, 2023Updated 3 years ago
- Semi-supervised Medical Image Segmentation through Dual-task Consistency☆336Mar 7, 2022Updated 4 years ago
- Code implementation of ProtoSAM - One Shot Medical Image Segmentation with Foundationl Models☆49Oct 10, 2024Updated last year
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Shape-aware Semi-supervised 3D Semantic Segmentation for Medical Images☆189Aug 4, 2020Updated 5 years ago
- (CVPR 2021) Code for our method RePRI for Few-Shot Segmentation. Paper at http://arxiv.org/abs/2012.06166☆175Mar 5, 2023Updated 3 years ago
- SOTA medical image segmentation methods based on various challenges☆1,679Dec 12, 2023Updated 2 years ago
- ☆30Jan 13, 2023Updated 3 years ago
- [IJCAI'18] Unsupervised Cross-Modality Domain Adaptation of ConvNets for Biomedical Image Segmentations with Adversarial Loss (code&data)☆304Mar 28, 2020Updated 6 years ago
- code for MICCAI 2019 paper 'Uncertainty-aware Self-ensembling Model for Semi-supervised 3D Left Atrium Segmentation'.☆540Nov 13, 2020Updated 5 years ago
- Anatomy-Constrained Contrastive Learning for Synthetic Segmentation without Ground-truth (MICCAI 2021)☆23Jul 13, 2021Updated 5 years ago
- Scribbles or Points-based weakly-supervised learning for medical image segmentation, a strong baseline, and tutorial for research and app…☆245Dec 9, 2023Updated 2 years ago
- Adaptive Prototype Learning and Allocation for Few-Shot Segmentation (CVPR 2021)☆124Apr 9, 2021Updated 5 years ago
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- ☆38Jul 16, 2021Updated 5 years ago
- ☆110Jul 27, 2022Updated 4 years ago
- FSMIS via GMRD☆21Dec 30, 2024Updated last year
- [IEEE TIP 2025] Cross-domain Few-shot Medical Image Segmentation via Dynamic Semantic Matching☆20Dec 23, 2025Updated 7 months ago
- ☆359Apr 30, 2026Updated 2 months ago
- UniverSeg: Universal Medical Image Segmentation☆588Jul 15, 2023Updated 3 years ago
- Official PyTorch Implementation of Cross-Domain Few-Shot Semantic Segmentation, ECCV 2022☆87Jun 3, 2025Updated last year
- Tensorflow implementation of our paper: Few-shot 3D Multi-modal Medical Image Segmentation using Generative Adversarial Learning☆399Oct 27, 2020Updated 5 years ago
- Prototype Mixture Models for Few-shot Semantic Segmentation☆169Feb 10, 2021Updated 5 years ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- ☆8,688Updated this week
- Official PyTorch Implementation of Learning What Not to Segment: A New Perspective on Few-Shot Segmentation (CVPR'22 Oral & TPAMI'23).☆275Sep 5, 2023Updated 2 years ago
- [IEEE TIM 2024] Partition A Medical Image: Extracting Multiple Representative Sub-Regions for Few-shot Medical Image Segmentation☆19Oct 10, 2024Updated last year
- How Distance Transform Maps Boost Segmentation CNNs: An Empirical Study☆403Apr 30, 2021Updated 5 years ago
- Code for WACV 2024, Self-Sampling Meta SAM: Enhancing Few-shot Medical Image Segmentation with Meta-Learning☆48Jun 5, 2024Updated 2 years ago
- [MICCAI'20] Shape-aware Meta-learning for Generalizing Prostate MRI Segmentation to Unseen Domains & A Well-organized Multi-site Dataset☆132Aug 5, 2020Updated 5 years ago
- ☆29Apr 27, 2023Updated 3 years ago