Continual Learning on Noisy Data Streams via Self-Purified Replay

14 October 2021

Papers citing "Continual Learning on Noisy Data Streams via Self-Purified Replay"

25 / 25 papers shown

Title
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
Dynamic Prototype Rehearsal for Continual Learning in ECG Arrhythmia Detection Sana Rahmani Reetam Chatterjee Ali Etemad J. Hashemi 33 0 0 13 Jan 2025
RECAST: Reparameterized, Compact weight Adaptation for Sequential Tasks Nazia Tasnim Bryan A. Plummer CLL OffRL 72 0 0 25 Nov 2024
AWF: Adaptive Weight Fusion for Enhanced Class Incremental Semantic Segmentation Zechao Sun Haolin Jin Weitong Chen Luping Zhou CLL 32 1 0 13 Sep 2024
May the Forgetting Be with You: Alternate Replay for Learning with Noisy Labels Monica Millunzi Lorenzo Bonicelli Angelo Porrello Jacopo Credi Petter N. Kolm Simone Calderara CLL 31 2 0 26 Aug 2024
Learning at a Glance: Towards Interpretable Data-limited Continual Semantic Segmentation via Semantic-Invariance Modelling Bo Yuan Danpei Zhao Z. Shi VLM CLL 24 3 0 22 Jul 2024
Data Stream Sampling with Fuzzy Task Boundaries and Noisy Labels Yu-Hsi Chen 18 0 0 07 Apr 2024
Just Say the Name: Online Continual Learning with Category Names Only via Data Generation Minhyuk Seo Diganta Misra Seongwon Cho Minjae Lee Jonghyun Choi CLL 33 6 0 16 Mar 2024
Sample Weight Estimation Using Meta-Updates for Online Continual Learning Hamed Hemati Damian Borth 28 0 0 29 Jan 2024
Revisiting Supervision for Continual Representation Learning Daniel Marczak Sebastian Cygert Tomasz Trzciñski Bartlomiej Twardowski SSL CLL 21 0 0 22 Nov 2023
Inherit with Distillation and Evolve with Contrast: Exploring Class Incremental Semantic Segmentation Without Exemplar Memory Danpei Zhao Bo Yuan Z. Shi VLM CLL 18 9 0 27 Sep 2023
Evolving Knowledge Mining for Class Incremental Segmentation Zhihe Lu Shuicheng Yan Xinchao Wang CLL 23 0 0 03 Jun 2023
On the Effectiveness of Equivariant Regularization for Robust Online Continual Learning Lorenzo Bonicelli Matteo Boschini Emanuele Frascaroli Angelo Porrello M. Pennisi Giovanni Bellitto S. Palazzo C. Spampinato Simone Calderara CLL 18 3 0 05 May 2023
Continual Learning in the Presence of Spurious Correlation Donggyu Lee Sangwon Jung Taesup Moon CLL 12 2 0 21 Mar 2023
SIESTA: Efficient Online Continual Learning with Sleep Md Yousuf Harun Jhair Gallardo Tyler L. Hayes Ronald Kemker Christopher Kanan CLL 45 18 0 19 Mar 2023
A Comprehensive Survey of Continual Learning: Theory, Method and Application Liyuan Wang Xingxing Zhang Hang Su Jun Zhu KELM CLL 19 585 0 31 Jan 2023
Truncate-Split-Contrast: A Framework for Learning from Mislabeled Videos Zixiao Wang Junwu Weng C. Yuan Jue Wang NoLa 22 4 0 27 Dec 2022
Learnable Distribution Calibration for Few-Shot Class-Incremental Learning Bin Liu Boyu Yang Lingxi Xie Ren Wang Qi Tian QiXiang Ye CLL 9 16 0 01 Oct 2022
Effects of Auxiliary Knowledge on Continual Learning Giovanni Bellitto M. Pennisi S. Palazzo Lorenzo Bonicelli Matteo Boschini Simone Calderara C. Spampinato CLL 15 6 0 03 Jun 2022
CNLL: A Semi-supervised Approach For Continual Noisy Label Learning Nazmul Karim Umar Khalid Ashkan Esmaeili Nazanin Rahnavard NoLa CLL 28 15 0 21 Apr 2022
Online Continual Learning on a Contaminated Data Stream with Blurry Task Boundaries Jihwan Bang Hyun-woo Koh Seulki Park Hwanjun Song Jung-Woo Ha Jonghyun Choi CLL 10 38 0 29 Mar 2022
Representation Compensation Networks for Continual Semantic Segmentation Chang-Bin Zhang Jianqiang Xiao Xialei Liu Ying-Cong Chen Mingg-Ming Cheng SSeg CLL 11 93 0 10 Mar 2022
Combating noisy labels by agreement: A joint training method with co-regularization Hongxin Wei Lei Feng Xiangyu Chen Bo An NoLa 303 488 0 05 Mar 2020
Curriculum Loss: Robust Learning and Generalization against Label Corruption Yueming Lyu Ivor W. Tsang NoLa 47 170 0 24 May 2019
Selfless Sequential Learning Rahaf Aljundi Marcus Rohrbach Tinne Tuytelaars CLL 23 113 0 14 Jun 2018