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iCaRL: Incremental Classifier and Representation Learning

23 November 2016

Sylvestre-Alvise Rebuffi

Papers citing "iCaRL: Incremental Classifier and Representation Learning"

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Title
A TinyML Platform for On-Device Continual Learning with Quantized Latent Replays Leonardo Ravaglia Manuele Rusci D. Nadalini Alessandro Capotondi Francesco Conti Luca Benini BDL 106 68 0 20 Oct 2021
Online Continual Learning on Class Incremental Blurry Task Configuration with Anytime Inference Hyun-woo Koh Dahyun Kim Jung-Woo Ha Jonghyun Choi CLL 65 69 0 19 Oct 2021
Tackling Dynamics in Federated Incremental Learning with Variational Embedding Rehearsal Tae Jin Park K. Kumatani Dimitrios Dimitriadis 38 18 0 19 Oct 2021
Incremental Cross-Domain Adaptation for Robust Retinopathy Screening via Bayesian Deep Learning Taimur Hassan Bilal Hassan M. Akram Shahrukh K Hashmi A. Taguri Naoufel Werghi OOD 81 17 0 18 Oct 2021
Online Continual Learning Via Candidates Voting Jiangpeng He Fengqing Zhu CLL 78 19 0 17 Oct 2021
Lifelong Pretraining: Continually Adapting Language Models to Emerging Corpora Xisen Jin Dejiao Zhang Henghui Zhu Wei Xiao Shang-Wen Li Xiaokai Wei Andrew O. Arnold Xiang Ren KELM CLL 126 117 0 16 Oct 2021
Towards Better Plasticity-Stability Trade-off in Incremental Learning: A Simple Linear Connector Guoliang Lin Hanlu Chu Hanjiang Lai MoMe CLL 92 50 0 15 Oct 2021
Graph Condensation for Graph Neural Networks Wei Jin Lingxiao Zhao Shichang Zhang Yozen Liu Jiliang Tang Neil Shah DD AI4CE 154 162 0 14 Oct 2021
Carousel Memory: Rethinking the Design of Episodic Memory for Continual Learning Soobee Lee Minindu Weerakoon Jonghyun Choi Minjia Zhang Di Wang Myeongjae Jeon 50 2 0 14 Oct 2021
Subspace Regularizers for Few-Shot Class Incremental Learning Afra Feyza Akyürek Ekin Akyürek Derry Wijaya Jacob Andreas CLL 89 61 0 13 Oct 2021
Representational Continuity for Unsupervised Continual Learning Divyam Madaan Jaehong Yoon Yuanchun Li Yunxin Liu Sung Ju Hwang CLL SSL 145 117 0 13 Oct 2021
Avoiding Forgetting and Allowing Forward Transfer in Continual Learning via Sparse Networks Ghada Sokar Decebal Constantin Mocanu Mykola Pechenizkiy CLL 94 8 0 11 Oct 2021
Flattening Sharpness for Dynamic Gradient Projection Memory Benefits Continual Learning Danruo Deng Guangyong Chen Jianye Hao Qiong Wang Pheng-Ann Heng CLL AAML 58 82 0 09 Oct 2021
Towards Lifelong Learning of Multilingual Text-To-Speech Synthesis Mu Yang Shaojin Ding Tianlong Chen Tong Wang Zhangyang Wang CLL 73 5 0 09 Oct 2021
Dataset Condensation with Distribution Matching Bo Zhao Hakan Bilen DD 82 310 0 08 Oct 2021
Objects in Semantic Topology Shuo Yang Pei Sun Yi Jiang Xiaobo Xia Ruiheng Zhang Zehuan Yuan Changhu Wang Ping Luo Min Xu ObjD 161 29 0 06 Oct 2021
Hypernetworks for Continual Semi-Supervised Learning Dhanajit Brahma Vinay Kumar Verma Piyush Rai BDL CLL 69 13 0 05 Oct 2021
GROWN: GRow Only When Necessary for Continual Learning Li Yang Sen Lin Junshan Zhang Deliang Fan CLL 123 12 0 03 Oct 2021
DualNet: Continual Learning, Fast and Slow Quang Pham Chenghao Liu Guosheng Lin CLL 147 45 0 01 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 136 78 0 23 Sep 2021
AirLoop: Lifelong Loop Closure Detection Dasong Gao Chen Wang Sebastian Scherer 65 16 0 18 Sep 2021
Complexity-aware Adaptive Training and Inference for Edge-Cloud Distributed AI Systems Yinghan Long I. Chakraborty G. Srinivasan Kaushik Roy 61 15 0 14 Sep 2021
Total Recall: a Customized Continual Learning Method for Neural Semantic Parsers Zhuang Li Zhuang Li Gholamreza Haffari CLL 88 15 0 11 Sep 2021
Saliency Guided Experience Packing for Replay in Continual Learning Gobinda Saha Kaushik Roy VLM KELM CLL 136 23 0 10 Sep 2021
A distillation-based approach integrating continual learning and federated learning for pervasive services Anastasiia Usmanova Franccois Portet P. Lalanda Germán Vega FedML 79 57 0 09 Sep 2021
Complementary Calibration: Boosting General Continual Learning with Collaborative Distillation and Self-Supervision Zhong Ji Jin Li Qiang Wang Zhongfei Zhang CLL 72 19 0 03 Sep 2021
Memory-Free Generative Replay For Class-Incremental Learning Xiaomeng Xin Yiran Zhong Yunzhong Hou Jinjun Wang Liang Zheng 79 8 0 01 Sep 2021
Catastrophic Interference in Reinforcement Learning: A Solution Based on Context Division and Knowledge Distillation Tiantian Zhang Xueqian Wang Bin Liang Bo Yuan OffRL 80 18 0 01 Sep 2021
Prototype-Guided Memory Replay for Continual Learning Stella Ho Ming Liu Lan Du Longxiang Gao Yong Xiang CLL 67 32 0 28 Aug 2021
Representation Memorization for Fast Learning New Knowledge without Forgetting Fei Mi Tao R. Lin Boi Faltings CLL 109 0 0 28 Aug 2021
Detection and Continual Learning of Novel Face Presentation Attacks Mohammad Rostami L. Spinoulas Mohamed E. Hussein Joe Mathai Wael AbdAlmageed CLL AAML 73 34 0 27 Aug 2021
Wanderlust: Online Continual Object Detection in the Real World Jianren Wang Xin Wang Shang-Guan Yue Abhinav Gupta 93 58 0 25 Aug 2021
Continual Learning for Image-Based Camera Localization Shuzhe Wang Zakaria Laskar Iaroslav Melekhov Xiaotian Li Arno Solin CLL 65 28 0 20 Aug 2021
Online Continual Learning with Natural Distribution Shifts: An Empirical Study with Visual Data Zhipeng Cai Ozan Sener V. Koltun CLL 65 87 0 20 Aug 2021
Generalized and Incremental Few-Shot Learning by Explicit Learning and Calibration without Forgetting Anna Kukleva Hilde Kuehne Bernt Schiele CLL 75 51 0 18 Aug 2021
Incremental cluster validity index-guided online learning for performance and robustness to presentation order Leonardo Enzo Brito da Silva Nagasharath Rayapati D. Wunsch CLL 63 8 0 17 Aug 2021
Causal Incremental Graph Convolution for Recommender System Retraining Sihao Ding Fuli Feng Xiangnan He Yong Liao Jun Shi Yongdong Zhang CML CLL BDL GNN 66 39 0 16 Aug 2021
Online Continual Learning For Visual Food Classification Jiangpeng He Fengqing Zhu CLL 92 47 0 15 Aug 2021
An Investigation of Replay-based Approaches for Continual Learning Benedikt Bagus A. Gepperth CLL 84 35 0 15 Aug 2021
Continual Semi-Supervised Learning through Contrastive Interpolation Consistency Matteo Boschini Pietro Buzzega Lorenzo Bonicelli Angelo Porrello Simone Calderara CLL 75 41 0 14 Aug 2021
Continual Neural Mapping: Learning An Implicit Scene Representation from Sequential Observations Zike Yan Yuxin Tian Xuesong Shi Ping Guo Peng Wang H. Zha CLL 71 47 0 12 Aug 2021
DIODE: Dilatable Incremental Object Detection Can Peng Kun-li Zhao Sam Maksoud Tianren Wang Brian C. Lovell CLL ObjD 121 9 0 12 Aug 2021
Discriminative Distillation to Reduce Class Confusion in Continual Learning Changhong Zhong Z. Cui Ruixuan Wang Weishi Zheng 57 1 0 11 Aug 2021
Continual Learning for Grounded Instruction Generation by Observing Human Following Behavior Noriyuki Kojima Alane Suhr Yoav Artzi 72 25 0 10 Aug 2021
Deep Metric Learning for Open World Semantic Segmentation Jun Cen Peng Yun Junhao Cai M. Y. Wang Ming-Yuan Liu 80 85 0 10 Aug 2021
Lifelong Intent Detection via Multi-Strategy Rebalancing Qingbin Liu Xiaoyan Yu Shizhu He Kang Liu Jun Zhao CLL OffRL 47 16 0 10 Aug 2021
RECALL: Replay-based Continual Learning in Semantic Segmentation Andrea Maracani Umberto Michieli Marco Toldo Pietro Zanuttigh VLM CLL 107 116 0 08 Aug 2021
An EM Framework for Online Incremental Learning of Semantic Segmentation Shipeng Yan Jiale Zhou Jiangwei Xie Songyang Zhang Xuming He CLL 64 41 0 08 Aug 2021
Dual-Tuning: Joint Prototype Transfer and Structure Regularization for Compatible Feature Learning Yan Bai J. Jiao Shengsen Wu Yihang Lou Jun Liu Xuetao Feng Ling-yu Duan 79 7 0 06 Aug 2021
Sequoia: A Software Framework to Unify Continual Learning Research Fabrice Normandin Florian Golemo O. Ostapenko Pau Rodríguez López Matthew D Riemer ... Dominic Zhao Timothée Lesort Laurent Charlin Irina Rish Massimo Caccia CLL 105 21 0 02 Aug 2021