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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 26–50 of 190 papers

TitleStatusHype
Less is More: Reducing Task and Model Complexity for 3D Point Cloud Semantic SegmentationCode1
Conflict-Based Cross-View Consistency for Semi-Supervised Semantic SegmentationCode1
Iterative Loop Method Combining Active and Semi-Supervised Learning for Domain Adaptive Semantic SegmentationCode1
Semi-Supervised Semantic Segmentation via Gentle Teaching AssistantCode1
Co-training with High-Confidence Pseudo Labels for Semi-supervised Medical Image SegmentationCode1
Hunting Sparsity: Density-Guided Contrastive Learning for Semi-Supervised Semantic SegmentationCode1
CauSSL: Causality-inspired Semi-supervised Learning for Medical Image SegmentationCode1
Pseudo-Label Guided Contrastive Learning for Semi-Supervised Medical Image SegmentationCode1
Augmentation Matters: A Simple-yet-Effective Approach to Semi-supervised Semantic SegmentationCode1
Conservative-Progressive Collaborative Learning for Semi-supervised Semantic SegmentationCode1
Instance-specific and Model-adaptive Supervision for Semi-supervised Semantic SegmentationCode1
Boosting Semi-Supervised Semantic Segmentation with Probabilistic RepresentationsCode1
Semi-supervised Semantic Segmentation with Prototype-based Consistency RegularizationCode1
COARSE3D: Class-Prototypes for Contrastive Learning in Weakly-Supervised 3D Point Cloud SegmentationCode1
Learning from Future: A Novel Self-Training Framework for Semantic SegmentationCode1
Semi-supervised Semantic Segmentation with Mutual Knowledge DistillationCode1
Multi-Granularity Distillation Scheme Towards Lightweight Semi-Supervised Semantic SegmentationCode1
Triple-View Feature Learning for Medical Image SegmentationCode1
UCC: Uncertainty guided Cross-head Co-training for Semi-Supervised Semantic SegmentationCode1
Semi-supervised Semantic Segmentation with Error Localization NetworkCode1
Translation Consistent Semi-supervised Segmentation for 3D Medical ImagesCode1
Learning Self-Supervised Low-Rank Network for Single-Stage Weakly and Semi-Supervised Semantic SegmentationCode1
Unbiased Subclass Regularization for Semi-Supervised Semantic SegmentationCode1
Adversarial Dual-Student with Differentiable Spatial Warping for Semi-Supervised Semantic SegmentationCode1
Perturbed and Strict Mean Teachers for Semi-supervised Semantic SegmentationCode1
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