Awesome-Incremental-Learning-For-Semantic-Segmentation

A list of papers and codes about Incremental/Continual Semantic Segmentation.

Incremental Semantic Segmentation

• Continual Segmentation with Disentangled Objectness Learning and Class Recognition[paper]. CVPR 2024
• Gradient-Semantic Compensation for Incremental Semantic Segmentation[paper]. TMM 2023
• Inherit With Distillation and Evolve With Contrast: Exploring Class Incremental Semantic Segmentation Without Exemplar Memory[paper]. TPAMI 2023
• Coinseg: Contrast inter-and intra-class representations for incremental segmentation[paper] [code]. ICCV 2023
• Label-Guided Knowledge Distillation for Continual Semantic Segmentation on 2D Images and 3D Point Clouds[paper] [code]. ICCV 2023
• Preparing the Future for Continual Semantic Segmentation[paper]. ICCV 2023
• Incrementer: Transformer for Class-Incremental Semantic Segmentation with Knowledge Distillation Focusing on Old Class[paper]. CVPR 2023
• CoMFormer: Continual Learning in Semantic and Panoptic Segmentation[paper] [code]. CVPR 2023
• Continual Semantic Segmentation with Automatic Memory Sample Selection[paper]. CVPR 2023
• Endpoints Weight Fusion for Class Incremental Semantic Segmentation[paper]. CVPR 2023
• SATS: Self-Attention Transfer for Continual Semantic Segmentation[paper] [code]. PR 2023
• Uncertainty-aware Contrastive Distillation for Incremental Semantic Segmentation[paper] [code]. TPAMI 2022
• Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation[paper] [code]. WACV 2023
• Class Similarity Weighted Knowledge Distillation for Continual Semantic Segmentation[paper] [code]. CVPR 2022
• Continual Attentive Fusion for Incremental Learning in Semantic Segmentation[paper] [code]. TMM 2022
• Self-Training for Class-Incremental Semantic Segmentation[paper]. TNNLS 2022
• Decomposed Knowledge Distillation for Class-Incremental Semantic Segmentation[paper] [code]. NeurIPS 2022
• Mining Unseen Classes via Regional Objectness: A Simple Baseline for Incremental Segmentation[paper] [code]. NeurIPS 2022
• RBC: Rectifying the Biased Context in Continual Semantic Segmentation[paper] [code]. ECCV 2022
• Multi-Domain Incremental Learning for Semantic Segmentation[paper] [code]. WACV 2022
• SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning[paper] [code]. NeurIPS 2021
• Continual Semantic Segmentation via Repulsion-Attraction of Sparse and Disentangled Latent Representations[paper] [code]. CVPR 2021

Replay-based

• An EM Framework for Online Incremental Learning of Semantic Segmentation[paper]. ACM MM 2021
• RECALL: Replay-based Continual Learning in Semantic Segmentation[paper] [code]. ICCV 2021
• iCaRL: Incremental Classifier and Representation Learning[paper] [code]. CVPR 2017

Distillation-based

• Representation Compensation Networks for Continual Semantic Segmentation[paper] [code]. CVPR 2022
• Knowledge Distillation for Incremental Learning in Semantic Segmentation[paper] [code]. CVIU 2021
• PLOP: Learning without Forgetting for Continual Semantic Segmentation[paper] [code]. CVPR 2021
• Modeling the Background for Incremental Learning in Semantic Segmentation[paper] [code]. CVPR 2020
• Incremental Learning Techniques for Semantic Segmentation[paper] [code]. ICCV 2019

Dataset

• CLVOS23: A Long Video Object Segmentation Dataset for Continual Learning[paper] [dataset]

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