Incremental Learning for Semantic Segmentation of Large-Scale Remote Sensing Data

29 October 2018

Papers citing "Incremental Learning for Semantic Segmentation of Large-Scale Remote Sensing Data"

49 / 49 papers shown

Title
From Pixels to Images: Deep Learning Advances in Remote Sensing Image Semantic Segmentation Quanwei Liu Tao Huang Yanni Dong Jiaqi Yang Wei Xiang 36 0 0 21 May 2025
Continual Cross-Modal Generalization Yan Xia Hai Huang Minghui Fang Zhou Zhao CLL 67 0 0 01 Apr 2025
Reconciling Semantic Controllability and Diversity for Remote Sensing Image Synthesis with Hybrid Semantic Embedding Jiaheng Liu Danpei Zhao Bo Yuan Wentao Li Tian Li 83 0 0 22 Nov 2024
Learning at a Glance: Towards Interpretable Data-limited Continual Semantic Segmentation via Semantic-Invariance Modelling Bo Yuan Danpei Zhao Z. Shi VLM CLL 37 3 0 22 Jul 2024
A Survey on Continual Semantic Segmentation: Theory, Challenge, Method and Application Bo Yuan Danpei Zhao 3DV CLL 40 10 0 22 Oct 2023
Inherit with Distillation and Evolve with Contrast: Exploring Class Incremental Semantic Segmentation Without Exemplar Memory Danpei Zhao Bo Yuan Z. Shi VLM CLL 36 9 0 27 Sep 2023
Efficient Curriculum based Continual Learning with Informative Subset Selection for Remote Sensing Scene Classification Divakar Bhat Biplab Banerjee S. Chaudhuri A. Bhattacharya CLL 31 0 0 03 Sep 2023
A Unified Object Counting Network with Object Occupation Prior Shengqin Jiang Qing Wang Fengna Cheng Yuankai Qi Qingshan Liu 42 7 0 29 Dec 2022
Overcoming Catastrophic Forgetting by XAI Giang Nguyen 20 0 0 25 Nov 2022
Delving into Transformer for Incremental Semantic Segmentation Zekai Xu Mingying Zhang Jiayue Hou Xing Gong Chuan Wen Chengjie Wang Junge Zhang CLL 32 1 0 18 Nov 2022
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation Dipam Goswami René Schuster Joost van de Weijer D. Stricker CLL 36 18 0 13 Oct 2022
Improving Replay-Based Continual Semantic Segmentation with Smart Data Selection Tobias Kalb Björn Mauthe Jürgen Beyerer CLL 32 10 0 20 Sep 2022
Continual Learning for Class- and Domain-Incremental Semantic Segmentation Tobias Kalb M. Roschani M. Ruf Jürgen Beyerer CLL VLM 19 23 0 16 Sep 2022
Causes of Catastrophic Forgetting in Class-Incremental Semantic Segmentation Tobias Kalb Jürgen Beyerer CLL 43 8 0 16 Sep 2022
Continual Barlow Twins: continual self-supervised learning for remote sensing semantic segmentation V. Marsocci Simone Scardapane CLL 41 26 0 23 May 2022
Uncertainty-aware Contrastive Distillation for Incremental Semantic Segmentation Guanglei Yang Enrico Fini Dan Xu Paolo Rota Mingli Ding Moin Nabi Xavier Alameda-Pineda Elisa Ricci CLL 40 64 0 26 Mar 2022
Learning Incrementally to Segment Multiple Organs in a CT Image Peng Liu Xia Wang Mengsi Fan Hongli Pan Minmin Yin ... Xiaoying Zhao Li Xiao Liangjing Ding Xingwang Wu S. Kevin Zhou CLL 20 22 0 04 Mar 2022
Detecting and Learning the Unknown in Semantic Segmentation Robin Shing Moon Chan Svenja Uhlemeyer Matthias Rottmann Hanno Gottschalk UQCV 30 5 0 17 Feb 2022
Continual Attentive Fusion for Incremental Learning in Semantic Segmentation Guanglei Yang Enrico Fini Dan Xu Paolo Rota Mingli Ding Hao Tang Xavier Alameda-Pineda Elisa Ricci CLL 38 22 0 01 Feb 2022
Modeling the Background for Incremental and Weakly-Supervised Semantic Segmentation Fabio Cermelli Massimiliano Mancini Samuel Rota Buló Elisa Ricci Barbara Caputo CLL 36 8 0 31 Jan 2022
Towards Unsupervised Open World Semantic Segmentation Svenja Uhlemeyer Matthias Rottmann Hanno Gottschalk 36 18 0 04 Jan 2022
Weakly-supervised continual learning for class-incremental segmentation Gaston Lenczner Adrien Chan-Hon-Tong Nicola Luminari Bertrand Le Saux CLL 15 4 0 04 Jan 2022
A Contrastive Distillation Approach for Incremental Semantic Segmentation in Aerial Images Edoardo Arnaudo Fabio Cermelli A. Tavera Claudio Rossi Barbara Caputo CLL 21 9 0 07 Dec 2021
Reviewing continual learning from the perspective of human-level intelligence Yifan Chang Wenbo Li Jian Peng Bo Tang Yuzhi Kang Yinjie Lei Yuanmiao Gui Qing Zhu Yu Liu Haifeng Li 39 4 0 23 Nov 2021
Targeted Gradient Descent: A Novel Method for Convolutional Neural Networks Fine-tuning and Online-learning Junyu Chen E. Asma Chung Chan 31 4 0 29 Sep 2021
Recent Advances of Continual Learning in Computer Vision: An Overview Haoxuan Qu Hossein Rahmani Li Xu Bryan M. Williams Jun Liu VLM CLL 30 73 0 23 Sep 2021
RSI-Net: Two-Stream Deep Neural Network for Remote Sensing Imagesbased Semantic Segmentation Shuang He Xia Lu J. Gu Haitong Tang Qin Yu Kaiyue Liu H. Ding Chunqi Chang Ni-zhuan Wang 47 15 0 19 Sep 2021
An EM Framework for Online Incremental Learning of Semantic Segmentation Shipeng Yan Jiale Zhou Jiangwei Xie Songyang Zhang Xuming He CLL 27 40 0 08 Aug 2021
Tackling Catastrophic Forgetting and Background Shift in Continual Semantic Segmentation Arthur Douillard Yifu Chen Arnaud Dapogny Matthieu Cord CLL 30 21 0 29 Jun 2021
Half-Real Half-Fake Distillation for Class-Incremental Semantic Segmentation Zilong Huang Wentian Hao Xinggang Wang Mingyuan Tao Jianqiang Huang Wenyu Liu Xiansheng Hua CLL 27 12 0 02 Apr 2021
Replay in Deep Learning: Current Approaches and Missing Biological Elements Tyler L. Hayes G. Krishnan M. Bazhenov H. Siegelmann T. Sejnowski Christopher Kanan CLL 52 130 0 01 Apr 2021
Continual Semantic Segmentation via Repulsion-Attraction of Sparse and Disentangled Latent Representations Umberto Michieli Pietro Zanuttigh CLL 43 138 0 10 Mar 2021
Incremental Learning for Multi-organ Segmentation with Partially Labeled Datasets Pengbo Liu Li Xiao S. Kevin Zhou CLL 20 12 0 08 Mar 2021
Towards Recognizing New Semantic Concepts in New Visual Domains Massimiliano Mancini OOD 31 0 0 16 Dec 2020
Self-Training for Class-Incremental Semantic Segmentation Lu Yu Xialei Liu Joost van de Weijer CLL SSL 28 54 0 06 Dec 2020
Class-incremental learning: survey and performance evaluation on image classification Marc Masana Xialei Liu Bartlomiej Twardowski Mikel Menta Andrew D. Bagdanov Joost van de Weijer CLL 37 666 0 28 Oct 2020
Interactive Learning for Semantic Segmentation in Earth Observation Gaston Lenczner Adrien Chan-Hon-Tong Nicola Luminari Bertrand Le Saux G. L. Besnerais 16 11 0 23 Sep 2020
On Creating Benchmark Dataset for Aerial Image Interpretation: Reviews, Guidances and Million-AID Yang Long Guisong Xia Shengyang Li Wen Yang M. Yang Xiaoxiang Zhu Liangpei Zhang Deren Li 23 21 0 22 Jun 2020
DAugNet: Unsupervised, Multi-source, Multi-target, and Life-long Domain Adaptation for Semantic Segmentation of Satellite Images O. Tasar A. Giros Y. Tarabalka Pierre Alliez Sebastien Clerc 19 51 0 13 May 2020
Class-Incremental Learning for Semantic Segmentation Re-Using Neither Old Data Nor Old Labels Marvin Klingner Andreas Bär Philipp Donn Tim Fingscheidt CLL 24 45 0 12 May 2020
Explaining How Deep Neural Networks Forget by Deep Visualization Giang Nguyen Shuan Chen Tae Joon Jun Daeyoung Kim AAML 16 10 0 03 May 2020
StandardGAN: Multi-source Domain Adaptation for Semantic Segmentation of Very High Resolution Satellite Images by Data Standardization O. Tasar Y. Tarabalka A. Giros Pierre Alliez Sebastien Clerc 22 56 0 14 Apr 2020
SemI2I: Semantically Consistent Image-to-Image Translation for Domain Adaptation of Remote Sensing Data O. Tasar S. Happy Y. Tarabalka Pierre Alliez TTA GAN 16 23 0 14 Feb 2020
Modeling the Background for Incremental Learning in Semantic Segmentation Fabio Cermelli Massimiliano Mancini Samuel Rota Buló Elisa Ricci Barbara Caputo CLL VLM 24 277 0 03 Feb 2020
Dissecting Catastrophic Forgetting in Continual Learning by Deep Visualization Giang Nguyen Shuan Chen T. Do Tae Joon Jun Ho-Jin Choi Daeyoung Kim 19 10 0 06 Jan 2020
Knowledge Distillation for Incremental Learning in Semantic Segmentation Umberto Michieli Pietro Zanuttigh CLL VLM 28 98 0 08 Nov 2019
ContCap: A scalable framework for continual image captioning Giang Nguyen Tae Joon Jun T. Tran Tolcha Yalew Daeyoung Kim VLM CLL 19 10 0 19 Sep 2019
Incremental Learning Techniques for Semantic Segmentation Umberto Michieli Pietro Zanuttigh SSeg CLL VLM 15 233 0 31 Jul 2019
ColorMapGAN: Unsupervised Domain Adaptation for Semantic Segmentation Using Color Mapping Generative Adversarial Networks O. Tasar S. Happy Y. Tarabalka Pierre Alliez GAN 13 111 0 30 Jul 2019