| Flip Learning: Weakly Supervised Erase to Segment Nodules in Breast Ultrasound | Mar 26, 2025 | Multi-agent Reinforcement LearningSegmentation | —Unverified | 0 |
| Weakly Supervised Segmentation Framework for Thyroid Nodule Based on High-confidence Labels and High-rationality Losses | Feb 27, 2025 | Image SegmentationSegmentation | CodeCode Available | 0 |
| Weakly Supervised Segmentation of Hyper-Reflective Foci with Compact Convolutional Transformers and SAM2 | Jan 10, 2025 | Multiple Instance LearningSegmentation | —Unverified | 0 |
| EAUWSeg: Eliminating annotation uncertainty in weakly-supervised medical image segmentation | Jan 3, 2025 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| ODA-GAN: Orthogonal Decoupling Alignment GAN Assisted by Weakly-supervised Learning for Virtual Immunohistochemistry Staining | Jan 1, 2025 | Contrastive LearningGenerative Adversarial Network | CodeCode Available | 0 |
| Soft Self-labeling and Potts Relaxations for Weakly-supervised Segmentation | Jan 1, 2025 | Weakly supervised segmentation | —Unverified | 0 |
| Prototype-Based Image Prompting for Weakly Supervised Histopathological Image Segmentation | Jan 1, 2025 | Contrastive LearningImage Segmentation | —Unverified | 0 |
| HELPNet: Hierarchical Perturbations Consistency and Entropy-guided Ensemble for Scribble Supervised Medical Image Segmentation | Dec 25, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 |
| Upsampling DINOv2 features for unsupervised vision tasks and weakly supervised materials segmentation | Oct 20, 2024 | Clusteringgraph partitioning | CodeCode Available | 1 |
| From Few to More: Scribble-based Medical Image Segmentation via Masked Context Modeling and Continuous Pseudo Labels | Aug 23, 2024 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| Scribbles for All: Benchmarking Scribble Supervised Segmentation Across Datasets | Aug 22, 2024 | AllBenchmarking | CodeCode Available | 1 |
| LNQ 2023 challenge: Benchmark of weakly-supervised techniques for mediastinal lymph node quantification | Aug 19, 2024 | SegmentationWeakly-supervised Learning | —Unverified | 0 |
| Model Guidance via Explanations Turns Image Classifiers into Segmentation Models | Jul 3, 2024 | Decoderimage-classification | CodeCode Available | 0 |
| Competing for pixels: a self-play algorithm for weakly-supervised segmentation | May 26, 2024 | Binary ClassificationImage Segmentation | CodeCode Available | 0 |
| DAWN: Domain-Adaptive Weakly Supervised Nuclei Segmentation via Cross-Task Interactions | Apr 23, 2024 | Domain AdaptationPseudo Label | CodeCode Available | 0 |
| ToNNO: Tomographic Reconstruction of a Neural Network's Output for Weakly Supervised Segmentation of 3D Medical Images | Apr 19, 2024 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| FreeSeg-Diff: Training-Free Open-Vocabulary Segmentation with Diffusion Models | Mar 29, 2024 | Image GenerationImage Segmentation | —Unverified | 0 |
| WeakSurg: Weakly supervised surgical instrument segmentation using temporal equivariance and semantic continuity | Mar 14, 2024 | Instance SegmentationInstrument Recognition | —Unverified | 0 |
| Floor Plan Image Segmentation Via Scribble-Based Semi-Weakly Supervised Learning: A Style and Category-Agnostic Approach | Feb 15, 2024 | Image SegmentationSegmentation | CodeCode Available | 0 |
| Weakly Supervised Segmentation of Vertebral Bodies with Iterative Slice-propagation | Feb 14, 2024 | SegmentationWeakly supervised segmentation | —Unverified | 0 |
| Scribble-based fast weak-supervision and interactive corrections for segmenting whole slide images | Feb 13, 2024 | SegmentationWeakly supervised segmentation | CodeCode Available | 0 |
| ProCNS: Progressive Prototype Calibration and Noise Suppression for Weakly-Supervised Medical Image Segmentation | Jan 25, 2024 | AnatomyImage Segmentation | CodeCode Available | 1 |
| Semantic-aware SAM for Point-Prompted Instance Segmentation | Dec 26, 2023 | Instance SegmentationMultiple Instance Learning | CodeCode Available | 1 |
| Segment Anything Model-guided Collaborative Learning Network for Scribble-supervised Polyp Segmentation | Dec 1, 2023 | SegmentationWeakly supervised segmentation | —Unverified | 0 |
| PWISeg: Point-based Weakly-supervised Instance Segmentation for Surgical Instruments | Nov 16, 2023 | Instance SegmentationSegmentation | CodeCode Available | 0 |