| Unifying and Personalizing Weakly-supervised Federated Medical Image Segmentation via Adaptive Representation and Aggregation | Apr 12, 2023 | channel selectionFederated Learning | CodeCode Available | 2 | 5 |
| PyMIC: A deep learning toolkit for annotation-efficient medical image segmentation | Aug 19, 2022 | Deep LearningImage Segmentation | CodeCode Available | 2 | 5 |
| Leveraging Uncertainty for Deep Interpretable Classification and Weakly-Supervised Segmentation of Histology Images | May 12, 2022 | image-classificationImage Classification | CodeCode Available | 1 | 5 |
| What is Where by Looking: Weakly-Supervised Open-World Phrase-Grounding without Text Inputs | Jun 19, 2022 | BenchmarkingImage Captioning | CodeCode Available | 1 | 5 |
| Max Pooling with Vision Transformers reconciles class and shape in weakly supervised semantic segmentation | Oct 31, 2022 | Self-Supervised LearningSemantic Segmentation | CodeCode Available | 1 | 5 |
| LWSIS: LiDAR-guided Weakly Supervised Instance Segmentation for Autonomous Driving | Dec 7, 2022 | Autonomous DrivingInstance Segmentation | CodeCode Available | 1 | 5 |
| Scribbles for All: Benchmarking Scribble Supervised Segmentation Across Datasets | Aug 22, 2024 | AllBenchmarking | CodeCode Available | 1 | 5 |
| Modeling the Background for Incremental and Weakly-Supervised Semantic Segmentation | Jan 31, 2022 | SegmentationSemantic Segmentation | CodeCode Available | 1 | 5 |
| Upsampling DINOv2 features for unsupervised vision tasks and weakly supervised materials segmentation | Oct 20, 2024 | Clusteringgraph partitioning | CodeCode Available | 1 | 5 |
| Weakly supervised segmentation with cross-modality equivariant constraints | Apr 6, 2021 | Data AugmentationSemantic Segmentation | CodeCode Available | 1 | 5 |
| Adaptive Early-Learning Correction for Segmentation from Noisy Annotations | Oct 7, 2021 | ClassificationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| Group-Wise Learning for Weakly Supervised Semantic Segmentation | Dec 1, 2021 | Graph Neural NetworkObject Localization | CodeCode Available | 1 | 5 |
| OCTAve: 2D en face Optical Coherence Tomography Angiography Vessel Segmentation in Weakly-Supervised Learning with Locality Augmentation | Jul 25, 2022 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| MARIDA: A benchmark for Marine Debris detection from Sentinel-2 remote sensing data | Jan 7, 2022 | Image SegmentationMulti-Label Classification | CodeCode Available | 1 | 5 |
| Bounding boxes for weakly supervised segmentation: Global constraints get close to full supervision | Apr 14, 2020 | Weakly-supervised LearningWeakly supervised segmentation | CodeCode Available | 1 | 5 |
| Learning Whole-Slide Segmentation from Inexact and Incomplete Labels using Tissue Graphs | Mar 4, 2021 | Node ClassificationSegmentation | CodeCode Available | 1 | 5 |
| Land Cover Segmentation with Sparse Annotations from Sentinel-2 Imagery | Jun 28, 2023 | Domain AdaptationSegmentation | CodeCode Available | 1 | 5 |
| Robust Trust Region for Weakly Supervised Segmentation | Apr 5, 2021 | SegmentationSemantic Segmentation | CodeCode Available | 1 | 5 |
| Transformer based multiple instance learning for weakly supervised histopathology image segmentation | May 18, 2022 | Image SegmentationMultiple Instance Learning | CodeCode Available | 1 | 5 |
| Universal Weakly Supervised Segmentation by Pixel-to-Segment Contrastive Learning | May 3, 2021 | Contrastive LearningMetric Learning | CodeCode Available | 1 | 5 |
| Weakly-supervised High-resolution Segmentation of Mammography Images for Breast Cancer Diagnosis | Jun 13, 2021 | Medical DiagnosisVocal Bursts Intensity Prediction | CodeCode Available | 1 | 5 |
| Weakly-Supervised Segmentation for Disease Localization in Chest X-Ray Images | Jul 1, 2020 | Relation NetworkSegmentation | CodeCode Available | 1 | 5 |
| Human-machine Interactive Tissue Prototype Learning for Label-efficient Histopathology Image Segmentation | Nov 26, 2022 | Contrastive LearningImage Segmentation | CodeCode Available | 1 | 5 |
| ProCNS: Progressive Prototype Calibration and Noise Suppression for Weakly-Supervised Medical Image Segmentation | Jan 25, 2024 | AnatomyImage Segmentation | CodeCode Available | 1 | 5 |
| BBAM: Bounding Box Attribution Map for Weakly Supervised Semantic and Instance Segmentation | Mar 16, 2021 | Box-supervised Instance SegmentationInstance Segmentation | CodeCode Available | 1 | 5 |
| Cross-Image Region Mining with Region Prototypical Network for Weakly Supervised Segmentation | Aug 17, 2021 | DiversityImage Segmentation | CodeCode Available | 1 | 5 |
| Semantic-aware SAM for Point-Prompted Instance Segmentation | Dec 26, 2023 | Instance SegmentationMultiple Instance Learning | CodeCode Available | 1 | 5 |
| OrigamiNet: Weakly-Supervised, Segmentation-Free, One-Step, Full Page Text Recognition by learning to unfold | Jun 12, 2020 | Handwriting RecognitionHandwritten Text Recognition | CodeCode Available | 1 | 5 |
| Deep Interpretable Classification and Weakly-Supervised Segmentation of Histology Images via Max-Min Uncertainty | Nov 14, 2020 | General ClassificationWeakly-supervised Learning | CodeCode Available | 1 | 5 |
| One-shot Weakly-Supervised Segmentation in Medical Images | Nov 21, 2021 | DenoisingImage Segmentation | CodeCode Available | 1 | 5 |
| WORD: A large scale dataset, benchmark and clinical applicable study for abdominal organ segmentation from CT image | Nov 3, 2021 | GPUImage Segmentation | CodeCode Available | 1 | 5 |
| Inter Extreme Points Geodesics for End-to-End Weakly Supervised Image Segmentation | Jul 1, 2021 | Image SegmentationSegmentation | CodeCode Available | 1 | 5 |
| AME-CAM: Attentive Multiple-Exit CAM for Weakly Supervised Segmentation on MRI Brain Tumor | Jun 26, 2023 | Brain Tumor SegmentationSegmentation | CodeCode Available | 1 | 5 |
| ISIM: Iterative Self-Improved Model for Weakly Supervised Segmentation | Nov 22, 2022 | DecoderSegmentation | CodeCode Available | 1 | 5 |
| 3D Spatial Recognition without Spatially Labeled 3D | May 13, 2021 | 3D Object DetectionMultiple Instance Learning | CodeCode Available | 1 | 5 |
| FG-Net: Fast Large-Scale LiDAR Point Clouds Understanding Network Leveraging Correlated Feature Mining and Geometric-Aware Modelling | Dec 17, 2020 | 3D Part Segmentation3D Point Cloud Classification | CodeCode Available | 1 | 5 |
| Label-efficient Segmentation via Affinity Propagation | Oct 16, 2023 | Box-supervised Instance SegmentationInstance Segmentation | CodeCode Available | 1 | 5 |
| Fixing Localization Errors to Improve Image Classification | Aug 1, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 | 5 |
| Leveraging Auxiliary Tasks with Affinity Learning for Weakly Supervised Semantic Segmentation | Jul 25, 2021 | Auxiliary Learningimage-classification | CodeCode Available | 1 | 5 |
| Threshold Matters in WSSS: Manipulating the Activation for the Robust and Accurate Segmentation Model Against Thresholds | Mar 30, 2022 | Semantic SegmentationWeakly supervised segmentation | CodeCode Available | 1 | 5 |
| 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 | 5 |
| DAWN: Domain-Adaptive Weakly Supervised Nuclei Segmentation via Cross-Task Interactions | Apr 23, 2024 | Domain AdaptationPseudo Label | CodeCode Available | 0 | 5 |
| A Baseline Statistical Method For Robust User-Assisted Multiple Segmentation | Jan 8, 2022 | BenchmarkingImage Segmentation | CodeCode Available | 0 | 5 |
| Constrained Convolutional Neural Networks for Weakly Supervised Segmentation | Jun 11, 2015 | Image SegmentationSemantic Segmentation | CodeCode Available | 0 | 5 |
| Constrained-CNN losses for weakly supervised segmentation | May 12, 2018 | Medical Image SegmentationSegmentation | CodeCode Available | 0 | 5 |
| High-fidelity Pseudo-labels for Boosting Weakly-Supervised Segmentation | Apr 5, 2023 | image-classificationImage Classification | CodeCode Available | 0 | 5 |
| HELPNet: Hierarchical Perturbations Consistency and Entropy-guided Ensemble for Scribble Supervised Medical Image Segmentation | Dec 25, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 | 5 |
| Competing for pixels: a self-play algorithm for weakly-supervised segmentation | May 26, 2024 | Binary ClassificationImage Segmentation | CodeCode Available | 0 | 5 |
| 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 | 5 |
| Meta-Learners for Few-Shot Weakly-Supervised Medical Image Segmentation | May 11, 2023 | image-classificationImage Classification | CodeCode Available | 0 | 5 |
