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Semi-Supervised Semantic Segmentation

Models that are trained with a small number of labeled examples and a large number of unlabeled examples and whose aim is to learn to segment an image (i.e. assign a class to every pixel).

Papers

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Showing 51–100 of 190 papers

TitleStatusHype
PseudoSeg: Designing Pseudo Labels for Semantic SegmentationCode1
RankMatch: Exploring the Better Consistency Regularization for Semi-supervised Semantic SegmentationCode1
Re-distributing Biased Pseudo Labels for Semi-supervised Semantic Segmentation: A Baseline InvestigationCode1
Boosting Semi-Supervised Semantic Segmentation with Probabilistic RepresentationsCode1
Bootstrapping Semantic Segmentation with Regional ContrastCode1
Hunting Sparsity: Density-Guided Contrastive Learning for Semi-Supervised Semantic SegmentationCode1
Adversarial Dual-Student with Differentiable Spatial Warping for Semi-Supervised Semantic SegmentationCode1
Adversarial Learning for Semi-Supervised Semantic SegmentationCode1
Improving Semi-Supervised and Domain-Adaptive Semantic Segmentation with Self-Supervised Depth EstimationCode1
Improving Semi-Supervised Semantic Segmentation with Dual-Level Siamese Structure NetworkCode1
DMT: Dynamic Mutual Training for Semi-Supervised LearningCode1
Semi-Supervised Semantic Segmentation via Adaptive Equalization LearningCode1
Semi-Supervised Semantic Segmentation via Gentle Teaching AssistantCode1
Inconsistency Masks: Removing the Uncertainty from Input-Pseudo-Label PairsCode1
Semi-Supervised Semantic Segmentation with Cross-Consistency TrainingCode1
Instance-specific and Model-adaptive Supervision for Semi-supervised Semantic SegmentationCode1
Semi-Supervised Semantic Segmentation with Pixel-Level Contrastive Learning from a Class-wise Memory BankCode1
Semi-Supervised Semantic Segmentation with Cross Pseudo SupervisionCode1
Semi-supervised Semantic Segmentation with Directional Context-aware ConsistencyCode1
Semi-supervised Semantic Segmentation with Error Localization NetworkCode1
Semi-supervised Semantic Segmentation with Prototype-based Consistency RegularizationCode1
Semi-supervised Semantic Segmentation with Mutual Knowledge DistillationCode1
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language GuidanceCode1
CauSSL: Causality-inspired Semi-supervised Learning for Medical Image SegmentationCode1
SS-ADA: A Semi-Supervised Active Domain Adaptation Framework for Semantic SegmentationCode1
Floor Plan Image Segmentation Via Scribble-Based Semi-Weakly Supervised Learning: A Style and Category-Agnostic ApproachCode0
Guided Collaborative Training for Pixel-wise Semi-Supervised LearningCode0
GuidedMix-Net: Learning to Improve Pseudo Masks Using Labeled Images as ReferenceCode0
Revisiting Network Perturbation for Semi-Supervised Semantic SegmentationCode0
PixelDINO: Semi-Supervised Semantic Segmentation for Detecting Permafrost DisturbancesCode0
Learning Pseudo Labels for Semi-and-Weakly Supervised Semantic SegmentationCode0
Boundary-Refined Prototype Generation: A General End-to-End Paradigm for Semi-Supervised Semantic SegmentationCode0
Curriculum semi-supervised segmentationCode0
Revisiting consistency for semi-supervised semantic segmentationCode0
Leveraging Out-of-Distribution Unlabeled Images: Semi-Supervised Semantic Segmentation with an Open-Vocabulary ModelCode0
Biologically-inspired Semi-supervised Semantic Segmentation for Biomedical ImagingCode0
DEARLi: Decoupled Enhancement of Recognition and Localization for Semi-supervised Panoptic SegmentationCode0
Decoupled Deep Neural Network for Semi-supervised Semantic SegmentationCode0
CAFS: Class Adaptive Framework for Semi-Supervised Semantic SegmentationCode0
PV-S3: Advancing Automatic Photovoltaic Defect Detection using Semi-Supervised Semantic Segmentation of Electroluminescence ImagesCode0
Semi-Supervised Semantic Segmentation via Marginal Contextual InformationCode0
Exploring Scene Affinity for Semi-Supervised LiDAR Semantic SegmentationCode0
Dense FixMatch: a simple semi-supervised learning method for pixel-wise prediction tasksCode0
Semi-Supervised Semantic Segmentation with High- and Low-level ConsistencyCode0
Few-shot 3D Multi-modal Medical Image Segmentation using Generative Adversarial LearningCode0
Masked Image Modeling Boosting Semi-Supervised Semantic SegmentationCode0
Semi-supervised Semantic Segmentation with Multi-Constraint Consistency LearningCode0
Pseudo-Label Noise Suppression Techniques for Semi-Supervised Semantic SegmentationCode0
FARCLUSS: Fuzzy Adaptive Rebalancing and Contrastive Uncertainty Learning for Semi-Supervised Semantic SegmentationCode0
Confidence-Weighted Boundary-Aware Learning for Semi-Supervised Semantic SegmentationCode0
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