Learning to Remember: A Synaptic Plasticity Driven Framework for Continual Learning

5 April 2019

Papers citing "Learning to Remember: A Synaptic Plasticity Driven Framework for Continual Learning"

50 / 181 papers shown

Title
CNLL: A Semi-supervised Approach For Continual Noisy Label Learning Nazmul Karim Umar Khalid Ashkan Esmaeili Nazanin Rahnavard NoLa CLL 31 15 0 21 Apr 2022
Modeling Missing Annotations for Incremental Learning in Object Detection Fabio Cermelli Antonino Geraci Dario Fontanel Barbara Caputo CLL 26 24 0 19 Apr 2022
Generative Negative Replay for Continual Learning G. Graffieti Davide Maltoni Lorenzo Pellegrini Vincenzo Lomonaco 30 11 0 12 Apr 2022
LifeLonger: A Benchmark for Continual Disease Classification Mohammad Mahdi Derakhshani Ivona Najdenkoska Tom van Sonsbeek Xiantong Zhen Dwarikanath Mahapatra M. Worring Cees G. M. Snoek 24 31 0 12 Apr 2022
Class-Incremental Learning by Knowledge Distillation with Adaptive Feature Consolidation Minsoo Kang Jaeyoo Park Bohyung Han CLL 19 178 0 02 Apr 2022
A Closer Look at Rehearsal-Free Continual Learning James Smith Junjiao Tian Shaunak Halbe Yen-Chang Hsu Z. Kira VLM CLL 13 57 0 31 Mar 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 30 64 0 26 Mar 2022
Class-Incremental Learning for Action Recognition in Videos Jaeyoo Park Minsoo Kang Bohyung Han CLL 19 52 0 25 Mar 2022
Online Continual Learning for Embedded Devices Tyler L. Hayes Christopher Kanan CLL 25 54 0 21 Mar 2022
Continual Learning Based on OOD Detection and Task Masking Gyuhak Kim Sepideh Esmaeilpour Changnan Xiao Bing-Quan Liu OODD CLL 22 17 0 17 Mar 2022
Can I see an Example? Active Learning the Long Tail of Attributes and Relations Tyler L. Hayes Maximilian Nickel Christopher Kanan Ludovic Denoyer Arthur Szlam VLM 20 3 0 11 Mar 2022
Detecting and Learning the Unknown in Semantic Segmentation Robin Shing Moon Chan Svenja Uhlemeyer Matthias Rottmann Hanno Gottschalk UQCV 12 5 0 17 Feb 2022
Incremental Learning of Structured Memory via Closed-Loop Transcription Shengbang Tong Xili Dai Ziyang Wu Mingyang Li Brent Yi Yi-An Ma CLL 28 18 0 11 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 18 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 23 8 0 31 Jan 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 56 32 0 23 Jan 2022
Towards Unsupervised Open World Semantic Segmentation Svenja Uhlemeyer Matthias Rottmann Hanno Gottschalk 15 18 0 04 Jan 2022
Static-Dynamic Co-Teaching for Class-Incremental 3D Object Detection Na Zhao G. Lee CLL 24 16 0 14 Dec 2021
Self-Supervised Models are Continual Learners Enrico Fini Victor G. Turrisi da Costa Xavier Alameda-Pineda Elisa Ricci Alahari Karteek Julien Mairal BDL CLL SSL 28 157 0 08 Dec 2021
Overcome Anterograde Forgetting with Cycled Memory Networks Jian Peng Dingqi. Ye Bo Tang Yinjie Lei Yu Liu Haifeng Li KELM CLL 21 1 0 04 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 18 4 0 23 Nov 2021
Learning by Active Forgetting for Neural Networks Jian Peng Xian Sun Min Deng Chao Tao Bo Tang ... Guohua Wu Qing Zhu Yu Liu Tao R. Lin Haifeng Li CLL KELM AI4CE 21 3 0 21 Nov 2021
Continual Learning via Local Module Composition O. Ostapenko Pau Rodríguez López Massimo Caccia Laurent Charlin KELM CLL 34 66 0 15 Nov 2021
Bridging Non Co-occurrence with Unlabeled In-the-wild Data for Incremental Object Detection Na Dong Yongqiang Zhang M. Ding G. Lee CLL 14 17 0 28 Oct 2021
Mixture-of-Variational-Experts for Continual Learning Y. Yin Yu Wang CLL FedML 8 6 0 25 Oct 2021
Multi-Domain Incremental Learning for Semantic Segmentation Prachi Garg Rohit Saluja V. Balasubramanian Chetan Arora A. Subramanian C. V. Jawahar CLL 17 32 0 23 Oct 2021
Continual Learning with Differential Privacy Pradnya Desai Phung Lai Nhathai Phan My T. Thai 22 7 0 11 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 23 73 0 23 Sep 2021
Discriminative Distillation to Reduce Class Confusion in Continual Learning Changhong Zhong Z. Cui Ruixuan Wang Weishi Zheng 18 1 0 11 Aug 2021
RECALL: Replay-based Continual Learning in Semantic Segmentation Andrea Maracani Umberto Michieli Marco Toldo Pietro Zanuttigh VLM CLL 45 113 0 08 Aug 2021
Learning without Forgetting for 3D Point Cloud Objects T. Chowdhury Mahira Jalisha A. Cheraghian Shafin Rahman 3DPC 21 9 0 27 Jun 2021
Always Be Dreaming: A New Approach for Data-Free Class-Incremental Learning James Smith Yen-Chang Hsu John C. Balloch Yilin Shen Hongxia Jin Z. Kira CLL 35 161 0 17 Jun 2021
Generative Feature-driven Image Replay for Continual Learning Kevin Thandiackal Tiziano Portenier Andrea Giovannini M. Gabrani O. Goksel CLL VLM DiffM 13 9 0 09 Jun 2021
Preserving Earlier Knowledge in Continual Learning with the Help of All Previous Feature Extractors Zhuoyun Li Changhong Zhong Sijia Liu Ruixuan Wang Weishi Zheng CLL 9 29 0 28 Apr 2021
Continual Learning in Sensor-based Human Activity Recognition: an Empirical Benchmark Analysis Saurav Jha Martin Schiemer F. Zambonelli Juan Ye 18 48 0 19 Apr 2021
Neural Architecture Search of Deep Priors: Towards Continual Learning without Catastrophic Interference Martin Mundt Iuliia Pliushch Visvanathan Ramesh UQCV BDL 19 6 0 14 Apr 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 11 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 31 129 0 01 Apr 2021
DER: Dynamically Expandable Representation for Class Incremental Learning Shipeng Yan Jiangwei Xie Xuming He CLL 18 434 0 31 Mar 2021
F-SIOL-310: A Robotic Dataset and Benchmark for Few-Shot Incremental Object Learning Ali Ayub Alan R. Wagner CLL 11 11 0 23 Mar 2021
ZS-IL: Looking Back on Learned Experiences For Zero-Shot Incremental Learning Mozhgan Pourkeshavarz Mohammad Sabokrou CLL VLM 20 0 0 22 Mar 2021
Training Networks in Null Space of Feature Covariance for Continual Learning Shipeng Wang Xiaorong Li Jian Sun Zongben Xu CLL 26 129 0 12 Mar 2021
Continual Semantic Segmentation via Repulsion-Attraction of Sparse and Disentangled Latent Representations Umberto Michieli Pietro Zanuttigh CLL 30 138 0 10 Mar 2021
Selective Replay Enhances Learning in Online Continual Analogical Reasoning Tyler L. Hayes Christopher Kanan CLL 16 20 0 06 Mar 2021
Understanding Catastrophic Forgetting and Remembering in Continual Learning with Optimal Relevance Mapping Prakhar Kaushik Alex Gain Adam Kortylewski Alan Yuille CLL 11 68 0 22 Feb 2021
Continual Learning of Visual Concepts for Robots through Limited Supervision Ali Ayub Alan R. Wagner CLL 6 2 0 26 Jan 2021
Online Continual Learning in Image Classification: An Empirical Survey Zheda Mai Ruiwen Li Jihwan Jeong David Quispe Hyunwoo J. Kim Scott Sanner VLM CLL 23 405 0 25 Jan 2021
Continual Learning of Generative Models with Limited Data: From Wasserstein-1 Barycenter to Adaptive Coalescence M. Dedeoglu Sen Lin Zhaofeng Zhang Junshan Zhang 9 1 0 22 Jan 2021
EEC: Learning to Encode and Regenerate Images for Continual Learning Ali Ayub Alan R. Wagner CLL 35 58 0 13 Jan 2021
ORDisCo: Effective and Efficient Usage of Incremental Unlabeled Data for Semi-supervised Continual Learning Liyuan Wang Kuo Yang Chongxuan Li Lanqing Hong Zhenguo Li Jun Zhu CLL BDL 20 79 0 02 Jan 2021