SOTAVerified

Continual Semantic Segmentation

Continual learning in semantic segmentation.

Papers

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Showing 1–34 of 34 papers

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