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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 1–50 of 190 papers

TitleStatusHype
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic SegmentationCode3
Min-Max Similarity: A Contrastive Semi-Supervised Deep Learning Network for Surgical Tools SegmentationCode3
AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic SegmentationCode2
Bidirectional Copy-Paste for Semi-Supervised Medical Image SegmentationCode2
XNet: Wavelet-Based Low and High Frequency Fusion Networks for Fully- and Semi-Supervised Semantic Segmentation of Biomedical ImagesCode2
Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic SegmentationCode2
LaserMix for Semi-Supervised LiDAR Semantic SegmentationCode2
Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-LabelsCode2
Fast Online Object Tracking and Segmentation: A Unifying ApproachCode2
RS-MTDF: Multi-Teacher Distillation and Fusion for Remote Sensing Semi-Supervised Semantic SegmentationCode1
Semi-supervised Semantic Segmentation for Remote Sensing Images via Multi-scale Uncertainty Consistency and Cross-Teacher-Student AttentionCode1
Uncertainty-Participation Context Consistency Learning for Semi-supervised Semantic SegmentationCode1
Beyond Pixels: Semi-Supervised Semantic Segmentation with a Multi-scale Patch-based Multi-Label ClassifierCode1
SS-ADA: A Semi-Supervised Active Domain Adaptation Framework for Semantic SegmentationCode1
Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic SegmentationCode1
Towards the Uncharted: Density-Descending Feature Perturbation for Semi-supervised Semantic SegmentationCode1
Inconsistency Masks: Removing the Uncertainty from Input-Pseudo-Label PairsCode1
Training Vision Transformers for Semi-Supervised Semantic SegmentationCode1
RankMatch: Exploring the Better Consistency Regularization for Semi-supervised Semantic SegmentationCode1
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language GuidanceCode1
Switching Temporary Teachers for Semi-Supervised Semantic SegmentationCode1
NP-SemiSeg: When Neural Processes meet Semi-Supervised Semantic SegmentationCode1
Improving Semi-Supervised Semantic Segmentation with Dual-Level Siamese Structure NetworkCode1
CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic SegmentationCode1
Missing Modality Robustness in Semi-Supervised Multi-Modal Semantic SegmentationCode1
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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