| 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 |
| Prototype-Based Image Prompting for Weakly Supervised Histopathological Image Segmentation | Jan 1, 2025 | Contrastive LearningImage Segmentation | —Unverified | 0 |
| Soft Self-labeling and Potts Relaxations for Weakly-supervised Segmentation | Jan 1, 2025 | Weakly supervised 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 |
| 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 |
| Multi-task learning for joint weakly-supervised segmentation and aortic arch anomaly classification in fetal cardiac MRI | Nov 13, 2023 | Anomaly ClassificationDiagnostic | CodeCode Available | 0 |
| Label-efficient Segmentation via Affinity Propagation | Oct 16, 2023 | Box-supervised Instance SegmentationInstance Segmentation | CodeCode Available | 1 |
| Scribble-based 3D Multiple Abdominal Organ Segmentation via Triple-branch Multi-dilated Network with Pixel- and Class-wise Consistency | Sep 18, 2023 | Computed Tomography (CT)Decoder | —Unverified | 0 |
| Exploring Limits of Diffusion-Synthetic Training with Weakly Supervised Semantic Segmentation | Sep 4, 2023 | Data AugmentationImage Generation | —Unverified | 0 |
| Boundary-RL: Reinforcement Learning for Weakly-Supervised Prostate Segmentation in TRUS Images | Aug 22, 2023 | Boundary DetectionMultiple Instance Learning | —Unverified | 0 |
| Branches Mutual Promotion for End-to-End Weakly Supervised Semantic Segmentation | Aug 9, 2023 | ClassificationSegmentation | —Unverified | 0 |
| Weakly supervised segmentation of intracranial aneurysms using a novel 3D focal modulation UNet | Aug 6, 2023 | Image SegmentationLearning with coarse labels | CodeCode Available | 0 |
| A Weakly Supervised Segmentation Network Embedding Cross-scale Attention Guidance and Noise-sensitive Constraint for Detecting Tertiary Lymphoid Structures of Pancreatic Tumors | Jul 27, 2023 | Few-Shot LearningNetwork Embedding | —Unverified | 0 |
| Land Cover Segmentation with Sparse Annotations from Sentinel-2 Imagery | Jun 28, 2023 | Domain AdaptationSegmentation | CodeCode Available | 1 |
| AME-CAM: Attentive Multiple-Exit CAM for Weakly Supervised Segmentation on MRI Brain Tumor | Jun 26, 2023 | Brain Tumor SegmentationSegmentation | CodeCode Available | 1 |
| UM-CAM: Uncertainty-weighted Multi-resolution Class Activation Maps for Weakly-supervised Fetal Brain Segmentation | Jun 20, 2023 | Brain SegmentationWeakly supervised segmentation | —Unverified | 0 |
| Centered Self-Attention Layers | Jun 2, 2023 | Weakly supervised segmentation | —Unverified | 0 |
| Meta-Learners for Few-Shot Weakly-Supervised Medical Image Segmentation | May 11, 2023 | image-classificationImage Classification | CodeCode Available | 0 |
| Unifying and Personalizing Weakly-supervised Federated Medical Image Segmentation via Adaptive Representation and Aggregation | Apr 12, 2023 | channel selectionFederated Learning | CodeCode Available | 2 |
| Weakly supervised segmentation with point annotations for histopathology images via contrast-based variational model | Apr 7, 2023 | Image SegmentationSegmentation | CodeCode Available | 0 |
| High-fidelity Pseudo-labels for Boosting Weakly-Supervised Segmentation | Apr 5, 2023 | image-classificationImage Classification | CodeCode Available | 0 |
| RECIST Weakly Supervised Lesion Segmentation via Label-Space Co-Training | Mar 1, 2023 | Lesion SegmentationWeakly supervised segmentation | —Unverified | 0 |
| Weakly-Supervised 3D Medical Image Segmentation using Geometric Prior and Contrastive Similarity | Feb 4, 2023 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| ZScribbleSeg: Zen and the Art of Scribble Supervised Medical Image Segmentation | Jan 12, 2023 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| Weakly Supervised Joint Whole-Slide Segmentation and Classification in Prostate Cancer | Jan 7, 2023 | ClassificationDiagnostic | —Unverified | 0 |
| Weakly-Supervised Semantic Segmentation of Ships Using Thermal Imagery | Dec 26, 2022 | Semantic SegmentationWeakly-supervised Learning | —Unverified | 0 |
| Fully and Weakly Supervised Referring Expression Segmentation with End-to-End Learning | Dec 17, 2022 | PositionReferring Expression | —Unverified | 0 |
| LWSIS: LiDAR-guided Weakly Supervised Instance Segmentation for Autonomous Driving | Dec 7, 2022 | Autonomous DrivingInstance Segmentation | CodeCode Available | 1 |
| Human-machine Interactive Tissue Prototype Learning for Label-efficient Histopathology Image Segmentation | Nov 26, 2022 | Contrastive LearningImage Segmentation | CodeCode Available | 1 |
| ISIM: Iterative Self-Improved Model for Weakly Supervised Segmentation | Nov 22, 2022 | DecoderSegmentation | CodeCode Available | 1 |