Tackling Catastrophic Forgetting and Background Shift in Continual
Semantic Segmentation

Tackling Catastrophic Forgetting and Background Shift in Continual Semantic Segmentation

29 June 2021

Arthur Douillard

Papers citing "Tackling Catastrophic Forgetting and Background Shift in Continual Semantic Segmentation"

18 / 18 papers shown

Title
CoMBO: Conflict Mitigation via Branched Optimization for Class Incremental Segmentation Kai Fang Anqi Zhang Guangyu Gao Jianbo Jiao C. Liu Yunchao Wei CLL 51 0 0 05 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 69 0 0 28 Mar 2025
BACS: Background Aware Continual Semantic Segmentation Mostafa ElAraby Ali Harakeh Liam Paull CLL 19 0 0 19 Apr 2024
Multi-Label Continual Learning for the Medical Domain: A Novel Benchmark Marina Ceccon Davide Dalle Pezze Alessandro Fabris Gian Antonio Susto CLL 23 2 0 10 Apr 2024
Subspace Distillation for Continual Learning Kaushik Roy Christian Simon Peyman Moghadam Mehrtash Harandi CLL 8 10 0 31 Jul 2023
Effects of Architectures on Continual Semantic Segmentation Tobias Kalb Niket Ahuja Jingxing Zhou Jürgen Beyerer CLL 24 3 0 21 Feb 2023
CoMFormer: Continual Learning in Semantic and Panoptic Segmentation Fabio Cermelli Matthieu Cord Arthur Douillard CLL VLM 11 19 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 14 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 11 18 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 12 8 0 16 Sep 2022
Multi-Head Distillation for Continual Unsupervised Domain Adaptation in Semantic Segmentation A. Saporta Arthur Douillard Tuan-Hung Vu Patrick Pérez Matthieu Cord CLL 14 20 0 25 Apr 2022
SATS: Self-Attention Transfer for Continual Semantic Segmentation Yiqiao Qiu Yixing Shen Zhuohao Sun Yanchong Zheng Xiaobin Chang Weishi Zheng Ruixuan Wang CLL 11 27 0 15 Mar 2022
TransKD: Transformer Knowledge Distillation for Efficient Semantic Segmentation R. Liu Kailun Yang Alina Roitberg Jiaming Zhang Kunyu Peng Huayao Liu Yaonan Wang Rainer Stiefelhagen ViT 34 36 0 27 Feb 2022
DyTox: Transformers for Continual Learning with DYnamic TOken eXpansion Arthur Douillard Alexandre Ramé Guillaume Couairon Matthieu Cord CLL 30 295 0 22 Nov 2021
Continual Adaptation of Semantic Segmentation using Complementary 2D-3D Data Representations Jonas Frey Hermann Blum Francesco Milano Roland Siegwart César Cadena 11 13 0 03 Nov 2021
Simple Copy-Paste is a Strong Data Augmentation Method for Instance Segmentation Golnaz Ghiasi Yin Cui A. Srinivas Rui Qian Tsung-Yi Lin E. D. Cubuk Quoc V. Le Barret Zoph ISeg 223 962 0 13 Dec 2020
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation Vijay Badrinarayanan Alex Kendall R. Cipolla SSeg 429 15,595 0 02 Nov 2015