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Modeling the Background for Incremental Learning in Semantic Segmentation

3 February 2020

Papers citing "Modeling the Background for Incremental Learning in Semantic Segmentation"

50 / 177 papers shown

Title
Learning Yourself: Class-Incremental Semantic Segmentation with Language-Inspired Bootstrapped Disentanglement Ruitao Wu Yifan Zhao Jia Li CLL 48 0 0 30 Aug 2025
Unsupervised Video Continual Learning via Non-Parametric Deep Embedded Clustering Nattapong Kurpukdee Adrian G. Bors 28 0 0 29 Aug 2025
CRISP: Contrastive Residual Injection and Semantic Prompting for Continual Video Instance Segmentation Baichen Liu Qi Lyu Xudong Wang Jiahua Dong Lianqing Liu Zhi Han CLL VLM 55 0 0 14 Aug 2025
Hierarchical Visual Prompt Learning for Continual Video Instance Segmentation Jiahua Dong Hui Yin Wenqi Liang Hanbin Zhao Henghui Ding Nicu Sebe Salman Khan Fahad Shahbaz Khan VLM 55 0 0 12 Aug 2025
Decoupling Continual Semantic Segmentation Yifu Guo Y. Lu Wentao Zhang Zishan Xu Dexia Chen Siyu Zhang Yizhe Zhang Ruixuan Wang CLL 56 1 0 07 Aug 2025
Revisiting Continual Semantic Segmentation with Pre-trained Vision Models Duzhen Zhang Yong Ren Wei Cong Junhao Zheng Qiaoyi Su ... Xuanle Zhao Ye Bai Feilong Chen Qi Tian Tielin Zhang CLL VLM 45 0 0 06 Aug 2025
Dynamic Robot-Assisted Surgery with Hierarchical Class-Incremental Semantic Segmentation Julia Hindel Ema Mekic Enamundram Naga Karthik Rohit Mohan Daniele Cattaneo Maria Kalweit Abhinav Valada 81 0 0 03 Aug 2025
CLoRA: Parameter-Efficient Continual Learning with Low-Rank Adaptation Shishir Muralidhara D. Stricker René Schuster CLL 69 0 0 26 Jul 2025
AWF: Adaptive Weight Fusion for Enhanced Class Incremental Semantic Segmentation Zechao Sun Shuying Piao Weitong Chen Chang George Dong Lin Yue Weitong Chen Luping Zhou CLL 161 1 0 01 Jul 2025
IRS: Incremental Relationship-guided Segmentation for Digital Pathology Ruining Deng Junchao Zhu Juming Xiong C. Cui Tianyuan Yao ... Yihe Yang Paul Dennis Simonson M. Sabuncu H. Yang Yuankai Huo CLL 128 1 0 28 May 2025
Show or Tell? A Benchmark To Evaluate Visual and Textual Prompts in Semantic Segmentation Gabriele Rosi Fabio Cermelli VLM 229 0 0 06 May 2025
CoMBO: Conflict Mitigation via Branched Optimization for Class Incremental Segmentation Kai Fang Anqi Zhang Guangyu Gao Jianbo Jiao C. Liu Yunchao Wei CLL 129 3 0 05 Apr 2025
Continual Cross-Modal Generalization Yan Xia Hai Huang Minghui Fang Zhou Zhao CLL 159 1 0 01 Apr 2025
Beyond Background Shift: Rethinking Instance Replay in Continual Semantic Segmentation Hongmei Yin Tingliang Feng Fan Lyu Fanhua Shang Hongying Liu Wei Feng Liang Wan CLL VLM 169 2 0 28 Mar 2025
Temporal Separation with Entropy Regularization for Knowledge Distillation in Spiking Neural Networks Kairong Yu Chengting Yu Tianqing Zhang Xiaochen Zhao Shu Yang Hongwei Wang Qiang Zhang Qi Xu 190 6 0 05 Mar 2025
CLIMB-3D: Continual Learning for Imbalanced 3D Instance Segmentation Vishal Thengane Jean Lahoud Hisham Cholakkal Rao Muhammad Anwer L. Yin Xiatian Zhu Salman Khan CLL 658 0 0 24 Feb 2025
SAM-IF: Leveraging SAM for Incremental Few-Shot Instance Segmentation Xudong Zhou Wenhao He VLM 129 0 0 15 Dec 2024
CFSSeg: Closed-Form Solution for Class-Incremental Semantic Segmentation of 2D Images and 3D Point Clouds Jiaxu Li Keming Wu Rui Li Di Fang Kejia Fan ... Yuhan Zhao Rongchang Zhao Dongzhan Zhou Yutao Yue Huiping Zhuang CLL 127 0 0 14 Dec 2024
FoundIR: Unleashing Million-scale Training Data to Advance Foundation Models for Image Restoration Hao Li Xiang Chen Jiangxin Dong Jinhui Tang Jinshan Pan 184 5 0 02 Dec 2024
Modality-Incremental Learning with Disjoint Relevance Mapping Networks for Image-based Semantic Segmentation Niharika Hegde Shishir Muralidhara René Schuster Didier Stricker CLL 210 2 0 26 Nov 2024
CIT: Rethinking Class-incremental Semantic Segmentation with a Class Independent Transformation Jinchao Ge Bowen Zhang Akide Liu Minh Hieu Phan Qi Chen Yangyang Shu Yang Zhao VLM CLL 100 0 0 05 Nov 2024
Task Consistent Prototype Learning for Incremental Few-shot Semantic Segmentation Wenbo Xu Yanan Wu Haoran Jiang Yang Wang Qiang Wu Jian Zhang CLL VLM 94 0 0 16 Oct 2024
CASA: Class-Agnostic Shared Attributes in Vision-Language Models for Efficient Incremental Object Detection Mingyi Guo Yuyang Liu Zongying Lin Peixi Peng Yonghong Tian Yonghong Tian VLM 296 0 0 08 Oct 2024
Low-Rank Continual Pyramid Vision Transformer: Incrementally Segment Whole-Body Organs in CT with Light-Weighted Adaptation Vince Zhu Zhanghexuan Ji Dazhou Guo Puyang Wang Yingda Xia Le Lu Xianghua Ye Wei-wei Zhu Dakai Jin ViT MedIm CLL 93 2 0 07 Oct 2024
Distribution-Aware Replay for Continual MRI Segmentation Nick Lemke Camila González Anirban Mukhopadhyay Martin Mundt OOD 103 0 0 30 Jul 2024
Taxonomy-Aware Continual Semantic Segmentation in Hyperbolic Spaces for Open-World Perception Julia Hindel Daniele Cattaneo Abhinav Valada CLL 149 2 0 25 Jul 2024
Strike a Balance in Continual Panoptic Segmentation Jinpeng Chen Runmin Cong Yuxuan Luo H. Ip Sam Kwong 143 10 0 23 Jul 2024
Learning at a Glance: Towards Interpretable Data-limited Continual Semantic Segmentation via Semantic-Invariance Modelling Bo Yuan Danpei Zhao Z. Shi VLM CLL 145 4 0 22 Jul 2024
Early Preparation Pays Off: New Classifier Pre-tuning for Class Incremental Semantic Segmentation Zhengyuan Xie Haiquan Lu Jia-Wen Xiao Enguang Wang Le Zhang Xialei Liu CLL 132 11 0 19 Jul 2024
Learning from the Web: Language Drives Weakly-Supervised Incremental Learning for Semantic Segmentation Chang Liu Giulia Rizzoli Pietro Zanuttigh Fu Li Yi Niu CLL 162 4 0 18 Jul 2024
Mitigating Background Shift in Class-Incremental Semantic Segmentation Gilhan Park WonJun Moon Subeen Lee Tae-Young Kim Jae-Pil Heo CLL VLM 134 10 0 16 Jul 2024
Background Adaptation with Residual Modeling for Exemplar-Free Class-Incremental Semantic Segmentation Anqi Zhang Guangyu Gao CLL VLM 128 7 0 13 Jul 2024
BKDSNN: Enhancing the Performance of Learning-based Spiking Neural Networks Training with Blurred Knowledge Distillation Zekai Xu Kang You Qinghai Guo Xiang Wang Zhezhi He 178 10 0 12 Jul 2024
Cs2K: Class-specific and Class-shared Knowledge Guidance for Incremental Semantic Segmentation Wei Cong Yang Cong Yuyang Liu Gan Sun VLM CLL 91 8 0 12 Jul 2024
CLEO: Continual Learning of Evolving Ontologies Shishir Muralidhara Saqib Bukhari Georg Schneider Didier Stricker René Schuster CLL 98 2 0 11 Jul 2024
Organizing Background to Explore Latent Classes for Incremental Few-shot Semantic Segmentation Li Shan Wenzhang Zhou Wei Li Xingyu Ding CLL 105 9 0 29 May 2024
Lifelong Learning and Selective Forgetting via Contrastive Strategy Li Shan Wenzhang Zhou Wei Li Xingyu Ding CLL 87 10 0 28 May 2024
A Classifier-Free Incremental Learning Framework for Scalable Medical Image Segmentation Xiaoyang Chen Hao Zheng Yifang Xie Yuncong Ma Tengfei Li CLL 105 1 0 25 May 2024
Towards Realistic Incremental Scenario in Class Incremental Semantic Segmentation Jihwan Kwak Sungmin Cha Taesup Moon CLL 117 0 0 16 May 2024
BACS: Background Aware Continual Semantic Segmentation Mostafa ElAraby Ali Harakeh Liam Paull CLL 127 1 0 19 Apr 2024
Tendency-driven Mutual Exclusivity for Weakly Supervised Incremental Semantic Segmentation Chongjie Si Xuehui Wang Yunbo Wang Wei Shen CLL 131 3 0 18 Apr 2024
Visual Prompting for Generalized Few-shot Segmentation: A Multi-scale Approach Mir Rayat Imtiaz Hossain Mennatullah Siam Leonid Sigal James J. Little VLM 141 11 0 17 Apr 2024
Multi-Label Continual Learning for the Medical Domain: A Novel Benchmark Marina Ceccon Davide Dalle Pezze Alessandro Fabris Gian Antonio Susto CLL 105 4 0 10 Apr 2024
Fairness Evolution in Continual Learning for Medical Imaging Marina Ceccon Davide Dalle Pezze Alessandro Fabris Gian Antonio Susto OOD 177 1 0 10 Apr 2024
ECLIPSE: Efficient Continual Learning in Panoptic Segmentation with Visual Prompt Tuning Beomyoung Kim Joonsang Yu Sung Ju Hwang VLM CLL 138 24 0 29 Mar 2024
Confidence Self-Calibration for Multi-Label Class-Incremental Learning Kaile Du Yifan Zhou Fan Lyu Yuyang Li Chen Lu Guangcan Liu CLL 117 5 0 19 Mar 2024
PARMESAN: Parameter-Free Memory Search and Transduction for Dense Prediction Tasks Philip Matthias Winter M. Wimmer David Major Dimitrios Lenis Astrid Berg Theresa Neubauer Gaia Romana De Paolis Johannes Novotny Sophia Ulonska Katja Bühler 215 1 0 18 Mar 2024
Hyperparameters in Continual Learning: A Reality Check Sungmin Cha Kyunghyun Cho CLL 256 8 0 14 Mar 2024
Continual Segmentation with Disentangled Objectness Learning and Class Recognition Yizheng Gong Siyue Yu Xiaoyang Wang Jimin Xiao CLL 175 14 0 06 Mar 2024
Zero-shot Generalizable Incremental Learning for Vision-Language Object Detection Jieren Deng Haojian Zhang Kun Ding Jianhua Hu Xingxuan Zhang Yunkuan Wang VLM ObjD 246 10 0 04 Mar 2024