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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
Bootstrapping Semantic Segmentation with Regional ContrastCode1
Hunting Sparsity: Density-Guided Contrastive Learning for Semi-Supervised Semantic SegmentationCode1
Uncertainty-Participation Context Consistency 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
Unbiased Subclass Regularization for Semi-Supervised Semantic SegmentationCode1
Inconsistency Masks: Removing the Uncertainty from Input-Pseudo-Label PairsCode1
Instance-specific and Model-adaptive Supervision for Semi-supervised Semantic SegmentationCode1
CauSSL: Causality-inspired Semi-supervised Learning for Medical Image SegmentationCode1
Iterative Loop Method Combining Active and Semi-Supervised Learning for Domain Adaptive Semantic SegmentationCode1
ClassMix: Segmentation-Based Data Augmentation for Semi-Supervised LearningCode1
COARSE3D: Class-Prototypes for Contrastive Learning in Weakly-Supervised 3D Point Cloud SegmentationCode1
Anti-Adversarially Manipulated Attributions for Weakly and Semi-Supervised Semantic SegmentationCode1
UCC: Uncertainty guided Cross-head Co-training for Semi-Supervised Semantic SegmentationCode1
Learning from Future: A Novel Self-Training Framework for Semantic SegmentationCode1
Semi-supervised Semantic Segmentation with Error Localization NetworkCode1
Conflict-Based Cross-View Consistency for Semi-Supervised Semantic SegmentationCode1
Semi-supervised Semantic Segmentation with Directional Context-aware ConsistencyCode1
Learning Self-Supervised Low-Rank Network for Single-Stage Weakly and Semi-Supervised Semantic SegmentationCode1
Less is More: Reducing Task and Model Complexity for 3D Point Cloud Semantic SegmentationCode1
Semi-Supervised Semantic Segmentation with Cross Pseudo SupervisionCode1
Conservative-Progressive Collaborative Learning for Semi-supervised Semantic SegmentationCode1
Active Learning for Improved Semi-Supervised Semantic Segmentation in Satellite ImagesCode1
Zero-Shot Pseudo Labels Generation Using SAM and CLIP for Semi-Supervised Semantic Segmentation—0
Adaptive Spatial Augmentation for Semi-supervised Semantic Segmentation—0
Anti-Adversarially Manipulated Attributions for Weakly Supervised Semantic Segmentation and Object Localization—0
A Survey on Semi-Supervised Semantic Segmentation—0
BoundMatch: Boundary detection applied to semi-supervised segmentation for urban-driving scenes—0
C3-SemiSeg: Contrastive Semi-Supervised Segmentation via Cross-Set Learning and Dynamic Class-Balancing—0
CFCG: Semi-Supervised Semantic Segmentation via Cross-Fusion and Contour Guidance Supervision—0
Colour augmentation for improved semi-supervised semantic segmentation—0
Consistency Regularisation in Varying Contexts and Feature Perturbations for Semi-Supervised Semantic Segmentation of Histology Images—0
Discovering Latent Classes for Semi-Supervised Semantic Segmentation—0
DiverseNet: Decision Diversified Semi-supervised Semantic Segmentation Networks for Remote Sensing Imagery—0
Enhanced Soft Label for Semi-Supervised Semantic Segmentation—0
Feature-enhanced Adversarial Semi-supervised Semantic Segmentation Network for Pulmonary Embolism Annotation—0
Feedback-Driven Pseudo-Label Reliability Assessment: Redefining Thresholding for Semi-Supervised Semantic Segmentation—0
Few Labeled Atlases are Necessary for Deep-Learning-Based Segmentation—0
FixMatchSeg: Fixing FixMatch for Semi-Supervised Semantic Segmentation—0
GuidedMix-Net: Semi-supervised Semantic Segmentation by Using Labeled Images as Reference—0
HierVL: Semi-Supervised Segmentation leveraging Hierarchical Vision-Language Synergy with Dynamic Text-Spatial Query Alignment—0
Weakly-supervised Semantic Segmentation in Cityscape via Hyperspectral Image—0
IGL-DT: Iterative Global-Local Feature Learning with Dual-Teacher Semantic Segmentation Framework under Limited Annotation Scheme—0
Improved Training for Self-Training by Confidence Assessments—0
Improving Semi-Supervised Semantic Segmentation with Sliced-Wasserstein Feature Alignment and Uniformity—0
Integrating Reinforcement Learning to Self Training for Pulmonary Nodule Segmentation in Chest X-rays—0
IPixMatch: Boost Semi-supervised Semantic Segmentation with Inter-Pixel Relation—0
Knowledge Consultation for Semi-Supervised Semantic Segmentation—0
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