Code for benchmark comparing self-supervised and semi-supervised deep classifiers for medical images
☆24Feb 17, 2026Updated 2 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:
- Code for the MLHC 2021 paper: A New Semi-supervised Learning Benchmark for Classifying View and Diagnosing Aortic Stenosis from Echocardi…☆15Aug 12, 2021Updated 4 years ago
- ☆16Jan 12, 2024Updated 2 years ago
- [NeurIPS'23] Uncertainty Estimation for Safety-critical Scene Segmentation via Fine-grained Reward Maximization☆19Aug 4, 2024Updated last year
- ☆18Aug 7, 2023Updated 2 years ago
- S5CL: Unifying Fully-Supervised, Self-Supervised, and Semi-Supervised Learning Through Hierarchical Contrastive Learning☆16Jan 29, 2023Updated 3 years ago
- Diffusion-based Data Augmentation for Nuclei Image Segmentation (MICCAI 2023)☆23Oct 30, 2023Updated 2 years ago
- Reproducing and Improving CheXNet: Deep Learning for Chest X-ray Disease Classification☆17Feb 24, 2026Updated last week
- [CVPR2023]PEFAT: Boosting Semi-supervised Medical Image Classification via Pseudo-loss Estimation and Feature Adversarial Training☆52Jun 25, 2023Updated 2 years ago
- HybridMIM: A Hybrid Masked Image Modeling Framework for 3D Medical Image Segmentation☆23Mar 15, 2023Updated 2 years ago
- ☆22Apr 16, 2024Updated last year
- [NeurIPS'23] Rethinking Semi-Supervised Medical Image Segmentation: A Variance-Reduction Perspective☆30Nov 29, 2024Updated last year
- ☆11Dec 23, 2024Updated last year
- CVPR 2024 (Highlight)☆143Oct 20, 2024Updated last year
- Source code for MICCAI 2022 paper entitled: 'Self-Ensembling Vision Transformer (SEViT) for Robust Medical Image Classification'☆37Jan 13, 2023Updated 3 years ago
- A Lightweight Multi-modality Image Segmentation Network via Domain Adaptation using Gradient Magnitude and Shape Constraint☆10Apr 3, 2023Updated 2 years ago
- In the code, we presents attention module architecture searching for nuclei semantic segmentation and classification.☆35Jun 29, 2025Updated 8 months ago
- ☆35Oct 6, 2022Updated 3 years ago
- [MICCAI 2023] MDViT: Multi-domain Vision Transformer for Small Medical Image Segmentation Datasets (an official implementation)☆42Jan 12, 2024Updated 2 years ago
- Official repository for ICLR 2025 paper "Amulet: ReAlignment During Test Time for Personalized Preference Adaptation of LLMs"☆16Mar 18, 2025Updated 11 months ago
- OpenSRH is the first ever publicly available stimulated Raman histology (SRH) dataset and benchmark, which will facilitate the clinical t…☆13Oct 13, 2022Updated 3 years ago
- This project is the official implementation of "Local and Global Logit Adjustments for Long-Tailed Learning", ICCV 2023☆12Feb 19, 2024Updated 2 years ago
- ☆14Feb 17, 2024Updated 2 years ago
- Official repository for the paper "ProtoASNet: Dynamic Prototypes for Inherently Interpretable and Uncertainty-Aware Aortic Stenosis Clas…☆12Oct 21, 2023Updated 2 years ago
- Source code related to the research paper entitled RVENet: A Large Echocardiographic Dataset for the Deep Learning-Based Assessment of Ri…☆12Mar 10, 2024Updated last year
- Multi-Organ Foundation Model for Universal Ultrasound Image Segmentation with Task Prompt and Anatomical Prior☆16Sep 30, 2024Updated last year
- CrossMatch: Enhance Semi-Supervised Medical Image Segmentation with Perturbation Strategies and Knowledge Distillation☆49Dec 10, 2025Updated 2 months ago
- Tensorflow Custom Callbacks in Custom Training Loop☆10Apr 8, 2021Updated 4 years ago
- CVPR 2024, "C^2RV: Cross-Regional and Cross-View Learning for Sparse-View CBCT Reconstruction"☆44Mar 10, 2025Updated 11 months ago
- Multi-attention Guided Multi-task Learning Network for Automatic Gastric Tumor Segmentation and Lymph Node Classification☆44Jul 30, 2021Updated 4 years ago
- ☆11May 25, 2025Updated 9 months ago
- Official implementation of Instance-wise and Center-of-Instance (ICI) segmentation loss☆12Oct 6, 2023Updated 2 years ago
- This is the official implementation of paper: Landmark Localization from Medical Images with Generative Distribution Prior☆12Mar 4, 2024Updated 2 years ago
- Qwen-SAM is a reasoning-based segmentation model that integrates Qwen 2.5 VL 7B with the Segment Anything Model (SAM), enabling fine-grai…☆24Jun 4, 2025Updated 9 months ago
- Audio-only Emotion Detection using Federated Learning☆10Dec 8, 2022Updated 3 years ago
- python multi-objective gene expression programming☆11Dec 26, 2013Updated 12 years ago
- DES-SAM: Distillation-Enhanced Semantic SAM☆12Jul 15, 2024Updated last year
- ☆16Jun 18, 2024Updated last year
- Concise tutorials for distributed training using PyTorch☆10Apr 18, 2023Updated 2 years ago
- [ICCV' 23] MRM: Masked Relation Modeling for Medical Image Pre-Training with Genetics☆10Oct 28, 2024Updated last year