SOTAVerified

Continual Semantic Segmentation

Continual learning in semantic segmentation.

Papers

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Showing 1–34 of 34 papers

TitleStatusHype
SegViTv2: Exploring Efficient and Continual Semantic Segmentation with Plain Vision TransformersCode2
A Survey on Continual Semantic Segmentation: Theory, Challenge, Method and ApplicationCode1
Adversarial Continual Learning for Multi-Domain Hippocampal SegmentationCode1
Label-Guided Knowledge Distillation for Continual Semantic Segmentation on 2D Images and 3D Point CloudsCode1
Learning at a Glance: Towards Interpretable Data-limited Continual Semantic Segmentation via Semantic-Invariance ModellingCode1
Mitigating Background Shift in Class-Incremental Semantic SegmentationCode1
PLOP: Learning without Forgetting for Continual Semantic SegmentationCode1
Representation Compensation Networks for Continual Semantic SegmentationCode1
SATS: Self-Attention Transfer for Continual Semantic SegmentationCode1
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental LearningCode1
Strike a Balance in Continual Panoptic SegmentationCode1
Tackling Catastrophic Forgetting and Background Shift in Continual Semantic SegmentationCode1
ConSept: Continual Semantic Segmentation via Adapter-based Vision TransformerCode0
Privacy-Preserving Synthetic Continual Semantic Segmentation for Robotic SurgeryCode0
Unsupervised Model Adaptation for Continual Semantic SegmentationCode0
Beyond Background Shift: Rethinking Instance Replay in Continual Semantic SegmentationCode0
BACS: Background Aware Continual Semantic SegmentationCode0
Improving Replay-Based Continual Semantic Segmentation with Smart Data SelectionCode0
Taxonomy-Aware Continual Semantic Segmentation in Hyperbolic Spaces for Open-World Perception—0
Preparing the Future for Continual Semantic Segmentation—0
RBC: Rectifying the Biased Context in Continual Semantic Segmentation—0
Class Similarity Weighted Knowledge Distillation for Continual Semantic Segmentation—0
CoMFormer: Continual Learning in Semantic and Panoptic Segmentation—0
Continual Learning for Class- and Domain-Incremental Semantic Segmentation—0
Continual Segment: Towards a Single, Unified and Accessible Continual Segmentation Model of 143 Whole-body Organs in CT Scans—0
Continual Segment: Towards a Single, Unified and Non-forgetting Continual Segmentation Model of 143 Whole-body Organs in CT Scans—0
Continual Semantic Segmentation via Repulsion-Attraction of Sparse and Disentangled Latent Representations—0
Effects of Architectures on Continual Semantic Segmentation—0
Continual Semantic Segmentation with Automatic Memory Sample Selection—0
Fairness Continual Learning Approach to Semantic Scene Understanding in Open-World Environments—0
FALCON: Fairness Learning via Contrastive Attention Approach to Continual Semantic Scene Understanding—0
Rethinking Exemplars for Continual Semantic Segmentation in Endoscopy Scenes: Entropy-based Mini-Batch Pseudo-Replay—0
Learning with Style: Continual Semantic Segmentation Across Tasks and Domains—0
Low-Rank Continual Pyramid Vision Transformer: Incrementally Segment Whole-Body Organs in CT with Light-Weighted Adaptation—0
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All datasetsADE20KPASCAL VOC 2012ScanNet

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1LGKDmIoU37.5—Unverified
2Mask2FormermIoU36.7—Unverified
#ModelMetricClaimedVerifiedStatus
1LGKDmIoU75.7—Unverified
#ModelMetricClaimedVerifiedStatus
1LGKDmIoU55.3—Unverified