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Weakly supervised segmentation
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논문
이 태스크와 하위 분야의 관련 논문입니다. 실제 성능 비교는 평가 결과에서 확인하세요.
Weakly Supervised Segmentation Framework for Thyroid Nodule Based on High-confidence Labels and High-rationality Losses
Weakly Supervised Segmentation of Hyper-Reflective Foci with Compact Convolutional Transformers and SAM2
EAUWSeg: Eliminating annotation uncertainty in weakly-supervised medical image segmentation
HELPNet: Hierarchical Perturbations Consistency and Entropy-guided Ensemble for Scribble Supervised Medical Image Segmentation
Upsampling DINOv2 features for unsupervised vision tasks and weakly supervised materials segmentation
From Few to More: Scribble-based Medical Image Segmentation via Masked Context Modeling and Continuous Pseudo Labels
Scribbles for All: Benchmarking Scribble Supervised Segmentation Across Datasets
LNQ 2023 challenge: Benchmark of weakly-supervised techniques for mediastinal lymph node quantification
Model Guidance via Explanations Turns Image Classifiers into Segmentation Models
Competing for pixels: a self-play algorithm for weakly-supervised segmentation
DAWN: Domain-Adaptive Weakly Supervised Nuclei Segmentation via Cross-Task Interactions
ToNNO: Tomographic Reconstruction of a Neural Network's Output for Weakly Supervised Segmentation of 3D Medical Images
FreeSeg-Diff: Training-Free Open-Vocabulary Segmentation with Diffusion Models
WeakSurg: Weakly supervised surgical instrument segmentation using temporal equivariance and semantic continuity
Weakly Supervised Segmentation of Vertebral Bodies with Iterative Slice-propagation
Scribble-based fast weak-supervision and interactive corrections for segmenting whole slide images
ProCNS: Progressive Prototype Calibration and Noise Suppression for Weakly-Supervised Medical Image Segmentation
Semantic-aware SAM for Point-Prompted Instance Segmentation
Segment Anything Model-guided Collaborative Learning Network for Scribble-supervised Polyp Segmentation
PWISeg: Point-based Weakly-supervised Instance Segmentation for Surgical Instruments
Multi-task learning for joint weakly-supervised segmentation and aortic arch anomaly classification in fetal cardiac MRI
Label-efficient Segmentation via Affinity Propagation
Scribble-based 3D Multiple Abdominal Organ Segmentation via Triple-branch Multi-dilated Network with Pixel- and Class-wise Consistency
Exploring Limits of Diffusion-Synthetic Training with Weakly Supervised Semantic Segmentation
Boundary-RL: Reinforcement Learning for Weakly-Supervised Prostate Segmentation in TRUS Images
Branches Mutual Promotion for End-to-End Weakly Supervised Semantic Segmentation
Weakly supervised segmentation of intracranial aneurysms using a novel 3D focal modulation UNet
A Weakly Supervised Segmentation Network Embedding Cross-scale Attention Guidance and Noise-sensitive Constraint for Detecting Tertiary Lymphoid Structures of Pancreatic Tumors
Land Cover Segmentation with Sparse Annotations from Sentinel-2 Imagery
AME-CAM: Attentive Multiple-Exit CAM for Weakly Supervised Segmentation on MRI Brain Tumor
UM-CAM: Uncertainty-weighted Multi-resolution Class Activation Maps for Weakly-supervised Fetal Brain Segmentation
Centered Self-Attention Layers
Meta-Learners for Few-Shot Weakly-Supervised Medical Image Segmentation
Unifying and Personalizing Weakly-supervised Federated Medical Image Segmentation via Adaptive Representation and Aggregation
Weakly supervised segmentation with point annotations for histopathology images via contrast-based variational model
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