Modeling the Background for Incremental Learning in Semantic Segmentation

3 February 2020

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

50 / 51 papers shown

Title
Show or Tell? A Benchmark To Evaluate Visual and Textual Prompts in Semantic Segmentation Gabriele Rosi Fabio Cermelli VLM 42 0 0 06 May 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 66 3 0 05 Mar 2025
Task Consistent Prototype Learning for Incremental Few-shot Semantic Segmentation Wenbo Xu Yanan Wu Haoran Jiang Yang Wang Qiang Wu Jian Andrew Zhang CLL VLM 23 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 30 0 0 08 Oct 2024
Strike a Balance in Continual Panoptic Segmentation Jinpeng Chen Runmin Cong Yuxuan Luo H. Ip Sam Kwong 40 4 0 23 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 31 2 0 19 Jul 2024
Background Adaptation with Residual Modeling for Exemplar-Free Class-Incremental Semantic Segmentation Anqi Zhang Guangyu Gao CLL VLM 35 4 0 13 Jul 2024
A Classifier-Free Incremental Learning Framework for Scalable Medical Image Segmentation Xiaoyang Chen Hao Zheng Yifang Xie Yuncong Ma Tengfei Li CLL 38 0 0 25 May 2024
Confidence Self-Calibration for Multi-Label Class-Incremental Learning Kaile Du Yifan Zhou Fan Lyu Yuyang Li Chen Lu Guangcan Liu CLL 32 2 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 37 0 0 18 Mar 2024
Hyperparameters in Continual Learning: A Reality Check Sungmin Cha Kyunghyun Cho CLL 71 2 0 14 Mar 2024
Continual Segmentation with Disentangled Objectness Learning and Class Recognition Yizheng Gong Siyue Yu Xiaoyang Wang Jimin Xiao CLL 30 5 0 06 Mar 2024
Continual Learning through Networks Splitting and Merging with Dreaming-Meta-Weighted Model Fusion Yi Sun Xin Xu Jian Li Guanglei Xie Yifei Shi Qiang Fang CLL MoMe 24 1 0 12 Dec 2023
FALCON: Fairness Learning via Contrastive Attention Approach to Continual Semantic Scene Understanding Thanh-Dat Truong Utsav Prabhu Bhiksha Raj Jackson Cothren Khoa Luu CLL 37 3 0 27 Nov 2023
CoinSeg: Contrast Inter- and Intra- Class Representations for Incremental Segmentation Zekang Zhang Guangyu Gao Jianbo Jiao C. Liu Yunchao Wei 48 21 0 10 Oct 2023
On the Effectiveness of LayerNorm Tuning for Continual Learning in Vision Transformers Thomas De Min Massimiliano Mancini Alahari Karteek Xavier Alameda-Pineda Elisa Ricci CLL 21 9 0 18 Aug 2023
Continual Road-Scene Semantic Segmentation via Feature-Aligned Symmetric Multi-Modal Network F. Barbato Elena Camuffo Simone Milani Pietro Zanuttigh 19 5 0 09 Aug 2023
Do You Remember? Overcoming Catastrophic Forgetting for Fake Audio Detection Xiaohui Zhang Jiangyan Yi J. Tao Chenglong Wang Chuyuan Zhang CLL 34 22 0 07 Aug 2023
Self-paced Weight Consolidation for Continual Learning Wei Cong Yang Cong Gan Sun Yuyang Liu Jiahua Dong CLL 24 14 0 20 Jul 2023
Evolving Knowledge Mining for Class Incremental Segmentation Zhihe Lu Shuicheng Yan Xinchao Wang CLL 36 0 0 03 Jun 2023
Density Map Distillation for Incremental Object Counting Chenshen Wu Joost van de Weijer 18 2 0 11 Apr 2023
Continual Semantic Segmentation with Automatic Memory Sample Selection Lanyun Zhu Tianrun Chen Jianxiong Yin Simon See J. Liu CLL VLM 11 44 0 11 Apr 2023
Semantic Image Segmentation: Two Decades of Research G. Csurka Riccardo Volpi Boris Chidlovskii 3DV 26 50 0 13 Feb 2023
Task-Adaptive Saliency Guidance for Exemplar-free Class Incremental Learning Xialei Liu Jiang-Tian Zhai Andrew D. Bagdanov Ke Li Mingg-Ming Cheng CLL 21 4 0 16 Dec 2022
CONDA: Continual Unsupervised Domain Adaptation Learning in Visual Perception for Self-Driving Cars Thanh-Dat Truong Pierce Helton A. Moustafa J. Cothren Khoa Luu CLL 50 7 0 01 Dec 2022
Unsupervised Continual Semantic Adaptation through Neural Rendering Zhizheng Liu Francesco Milano Jonas Frey Roland Siegwart Hermann Blum César Cadena CLL 14 18 0 25 Nov 2022
Mining Unseen Classes via Regional Objectness: A Simple Baseline for Incremental Segmentation Zekang Zhang Guangyu Gao Zhiyuan Fang Jianbo Jiao Yunchao Wei CLL 20 31 0 13 Nov 2022
Domain-incremental Cardiac Image Segmentation with Style-oriented Replay and Domain-sensitive Feature Whitening Kang Li Lequan Yu Pheng-Ann Heng CLL 24 22 0 09 Nov 2022
Learning with Style: Continual Semantic Segmentation Across Tasks and Domains Marco Toldo Umberto Michieli Pietro Zanuttigh CLL VLM 33 5 0 13 Oct 2022
ALIFE: Adaptive Logit Regularizer and Feature Replay for Incremental Semantic Segmentation Youngmin Oh Donghyeon Baek Bumsub Ham CLL 16 25 0 13 Oct 2022
Improving Replay-Based Continual Semantic Segmentation with Smart Data Selection Tobias Kalb Björn Mauthe Jürgen Beyerer CLL 21 10 0 20 Sep 2022
Causes of Catastrophic Forgetting in Class-Incremental Semantic Segmentation Tobias Kalb Jürgen Beyerer CLL 25 8 0 16 Sep 2022
Online Refinement of a Scene Recognition Model for Mobile Robots by Observing Human's Interaction with Environments Shigemichi Matsuzaki Hiroaki Masuzawa J. Miura 21 0 0 13 Aug 2022
Task-agnostic Continual Hippocampus Segmentation for Smooth Population Shifts Camila González Amin Ranem Ahmed Othman Anirban Mukhopadhyay OOD 13 7 0 05 Aug 2022
Domain Adaptation Meets Zero-Shot Learning: An Annotation-Efficient Approach to Multi-Modality Medical Image Segmentation Cheng Bian Chenglang Yuan Kai Ma Shuang Yu Dong Wei Yefeng Zheng VLM MedIm 11 31 0 19 Mar 2022
Representation Compensation Networks for Continual Semantic Segmentation Chang-Bin Zhang Jianqiang Xiao Xialei Liu Ying-Cong Chen Mingg-Ming Cheng SSeg CLL 37 93 0 10 Mar 2022
InCloud: Incremental Learning for Point Cloud Place Recognition Joshua Knights Peyman Moghadam Milad Ramezani S. Sridharan Clinton Fookes 3DPC 25 27 0 02 Mar 2022
vCLIMB: A Novel Video Class Incremental Learning Benchmark Andrés Villa Kumail Alhamoud Juan Carlos León Alcázar Fabian Caba Heilbron Victor Escorcia Bernard Ghanem CLL 59 32 0 23 Jan 2022
Continual Coarse-to-Fine Domain Adaptation in Semantic Segmentation Donald Shenaj F. Barbato Umberto Michieli Pietro Zanuttigh CLL 28 16 0 18 Jan 2022
Incremental Learning in Semantic Segmentation from Image Labels Fabio Cermelli Dario Fontanel A. Tavera Marco Ciccone Barbara Caputo VLM CLL 30 47 0 03 Dec 2021
DyTox: Transformers for Continual Learning with DYnamic TOken eXpansion Arthur Douillard Alexandre Ramé Guillaume Couairon Matthieu Cord CLL 30 295 0 22 Nov 2021
Multi-Domain Incremental Learning for Semantic Segmentation Prachi Garg Rohit Saluja V. Balasubramanian Chetan Arora A. Subramanian C. V. Jawahar CLL 25 32 0 23 Oct 2021
Recent Advances of Continual Learning in Computer Vision: An Overview Haoxuan Qu Hossein Rahmani Li Xu Bryan M. Williams Jun Liu VLM CLL 25 73 0 23 Sep 2021
A Closer Look at Self-training for Zero-Label Semantic Segmentation Giuseppe Pastore Fabio Cermelli Yongqin Xian Massimiliano Mancini Zeynep Akata Barbara Caputo VLM 21 68 0 21 Apr 2021
Understanding Continual Learning Settings with Data Distribution Drift Analysis Timothée Lesort Massimo Caccia Irina Rish 25 55 0 04 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 31 129 0 01 Apr 2021
Selective Replay Enhances Learning in Online Continual Analogical Reasoning Tyler L. Hayes Christopher Kanan CLL 16 20 0 06 Mar 2021
Online Continual Learning under Extreme Memory Constraints Enrico Fini Stéphane Lathuilière E. Sangineto Moin Nabi Elisa Ricci CLL 27 63 0 04 Aug 2020
Boosting Deep Open World Recognition by Clustering Dario Fontanel Fabio Cermelli Massimiliano Mancini Samuel Rota Buló Elisa Ricci Barbara Caputo 12 21 0 20 Apr 2020
Incremental Object Detection via Meta-Learning K. J. Joseph Jathushan Rajasegaran Salman Khan F. Khan V. Balasubramanian ObjD CLL VLM 172 98 0 17 Mar 2020