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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 Wholistic View of Continual Learning with Deep Neural Networks: Forgotten Lessons and the Bridge to Active and Open World Learning Martin Mundt Yongjun Hong Iuliia Pliushch Visvanathan Ramesh CLL 144 153 0 03 Sep 2020
Lifelong Object Detection Wang Zhou Shiyu Chang Norma Sosa Hendrik Hamann David D. Cox CLL ObjD 99 43 0 02 Sep 2020
Continual Prototype Evolution: Learning Online from Non-Stationary Data Streams Matthias De Lange Tinne Tuytelaars CLL 91 208 0 02 Sep 2020
Lifelong Graph Learning Chen Wang Yuheng Qiu Dasong Gao Sebastian Scherer CLL GNN AI4CE 103 51 0 01 Sep 2020
Initial Classifier Weights Replay for Memoryless Class Incremental Learning Eden Belouadah Adrian Daniel Popescu Ioannis Kanellos CLL 118 23 0 31 Aug 2020
iLGaCo: Incremental Learning of Gait Covariate Factors Zihao Mu F. M. Castro M. Marín-Jiménez Nicolás Guil Mata Yan-Ran Li Shiqi Yu 66 5 0 31 Aug 2020
Learning Adaptive Embedding Considering Incremental Class Yang Yang Zhensheng Sun HengShu Zhu Yanjie Fu Hui Xiong Jian Yang CLL 69 41 0 31 Aug 2020
Active Class Incremental Learning for Imbalanced Datasets Eden Belouadah Adrian Daniel Popescu Umang Aggarwal Léo Saci CLL 62 12 0 25 Aug 2020
GraphSAIL: Graph Structure Aware Incremental Learning for Recommender Systems Yishi Xu Yingxue Zhang Wei Guo Huifeng Guo Ruiming Tang Mark Coates CLL 92 82 0 25 Aug 2020
What am I allowed to do here?: Online Learning of Context-Specific Norms by Pepper Ali Ayub Alan R. Wagner OffRL 52 13 0 22 Aug 2020
Towards Class-incremental Object Detection with Nearest Mean of Exemplars Sheng Ren Yan He N. Xiong Kehua Guo CLL 39 1 0 19 Aug 2020
LIRA: Lifelong Image Restoration from Unknown Blended Distortions Jianzhao Liu Jianxin Lin Xin Li Wei Zhou Sen Liu Zhibo Chen CLL 63 17 0 19 Aug 2020
RODEO: Replay for Online Object Detection Manoj Acharya Tyler L. Hayes Christopher Kanan ObjD CLL 67 46 0 14 Aug 2020
Continual Class Incremental Learning for CT Thoracic Segmentation Abdelrahman Elskhawy Aneta Lisowska Matthias Keicher Josep Henry Paul Thomson Nassir Navab CLL 54 7 0 12 Aug 2020
S2OSC: A Holistic Semi-Supervised Approach for Open Set Classification Yang Yang Zhensheng Sun Hui Xiong Jian Yang 30 23 0 11 Aug 2020
Online Continual Learning under Extreme Memory Constraints Enrico Fini Stéphane Lathuilière E. Sangineto Moin Nabi Elisa Ricci CLL 105 65 0 04 Aug 2020
Memory Efficient Class-Incremental Learning for Image Classification Hanbin Zhao Haibo Wang Yongjian Fu Leilei Gan Xi Li CLL VLM 79 76 0 04 Aug 2020
Class-Incremental Domain Adaptation Jogendra Nath Kundu R. Venkatesh Naveen Venkat Ambareesh Revanur R. Venkatesh Babu CLL 69 51 0 04 Aug 2020
Bilevel Continual Learning Quang Pham Doyen Sahoo Chenghao Liu Guosheng Lin CLL 83 11 0 30 Jul 2020
La-MAML: Look-ahead Meta Learning for Continual Learning Gunshi Gupta Karmesh Yadav Liam Paull CLL VLM 110 68 0 27 Jul 2020
Two-Level Residual Distillation based Triple Network for Incremental Object Detection Dongbao Yang Yu Zhou Dayan Wu Can Ma Fei Yang Weiping Wang ObjD 57 18 0 27 Jul 2020
Reparameterizing Convolutions for Incremental Multi-Task Learning without Task Interference Menelaos Kanakis David Brüggemann Suman Saha Stamatios Georgoulis Anton Obukhov Luc Van Gool CLL 108 72 0 24 Jul 2020
ADER: Adaptively Distilled Exemplar Replay Towards Continual Learning for Session-based Recommendation Fei Mi Xiao Lin Boi Faltings CLL 89 53 0 23 Jul 2020
Memory-Latency-Accuracy Trade-offs for Continual Learning on a RISC-V Extreme-Edge Node Leonardo Ravaglia Manuele Rusci Alessandro Capotondi Francesco Conti Lorenzo Pellegrini Vincenzo Lomonaco Davide Maltoni Luca Benini 37 11 0 22 Jul 2020
Drinking from a Firehose: Continual Learning with Web-scale Natural Language Hexiang Hu Ozan Sener Fei Sha V. Koltun CLL 62 27 0 18 Jul 2020
GMNet: Graph Matching Network for Large Scale Part Semantic Segmentation in the Wild Umberto Michieli E. Borsato Luca Rossi Pietro Zanuttigh 140 40 0 17 Jul 2020
A Biologically Plausible Audio-Visual Integration Model for Continual Learning Wenjie Chen Fengtong Du Ye Wang Lihong Cao CLL 38 0 0 17 Jul 2020
SpaceNet: Make Free Space For Continual Learning Ghada Sokar Decebal Constantin Mocanu Mykola Pechenizkiy CLL 79 81 0 15 Jul 2020
Tell me what this is: Few-Shot Incremental Object Learning by a Robot Ali Ayub Alan R. Wagner 101 32 0 15 Jul 2020
Lifelong Learning using Eigentasks: Task Separation, Skill Acquisition, and Selective Transfer Aswin Raghavan Jesse Hostetler Indranil Sur Abrar Rahman Ajay Divakaran CLL 45 7 0 14 Jul 2020
Disentanglement of Color and Shape Representations for Continual Learning David Berga Marc Masana Joost van de Weijer CLL 34 2 0 13 Jul 2020
RATT: Recurrent Attention to Transient Tasks for Continual Image Captioning Riccardo Del Chiaro Bartlomiej Twardowski Andrew D. Bagdanov Joost van de Weijer CLL VLM 77 41 0 13 Jul 2020
Graph-Based Continual Learning Binh Tang David S. Matteson BDL CLL 76 37 0 09 Jul 2020
Wandering Within a World: Online Contextualized Few-Shot Learning Mengye Ren Michael L. Iuzzolino Michael C. Mozer R. Zemel CLL 82 32 0 09 Jul 2020
FLUID: A Unified Evaluation Framework for Flexible Sequential Data Matthew Wallingford Aditya Kusupati Keivan Alizadeh Vahid Aaron Walsman Aniruddha Kembhavi Ali Farhadi 62 2 0 06 Jul 2020
On Class Orderings for Incremental Learning Marc Masana Bartlomiej Twardowski Joost van de Weijer CLL 63 15 0 04 Jul 2020
RSAC: Regularized Subspace Approximation Classifier for Lightweight Continuous Learning Chih-Hsing Ho Shang-Ho S. Tsai CLL 36 0 0 03 Jul 2020
Learn Faster and Forget Slower via Fast and Stable Task Adaptation Farshid Varno Lucas May Petry Lisa Di-Jorio Stan Matwin CLL 66 2 0 02 Jul 2020
Continual Learning: Tackling Catastrophic Forgetting in Deep Neural Networks with Replay Processes Timothée Lesort CLL 85 22 0 01 Jul 2020
Technical Report: Auxiliary Tuning and its Application to Conditional Text Generation Yoel Zeldes Dan Padnos Or Sharir Barak Peleg 123 19 0 30 Jun 2020
MgSvF: Multi-Grained Slow vs. Fast Framework for Few-Shot Class-Incremental Learning Hanbin Zhao Yongjian Fu Mintong Kang Qi Tian Leilei Gan Xi Li CLL 146 104 0 28 Jun 2020
Bookworm continual learning: beyond zero-shot learning and continual learning Kai Wang Luis Herranz Anjan Dutta Joost van de Weijer VLM CLL 78 6 0 26 Jun 2020
Storing Encoded Episodes as Concepts for Continual Learning Ali Ayub Alan R. Wagner CLL 70 13 0 26 Jun 2020
Supermasks in Superposition Mitchell Wortsman Vivek Ramanujan Rosanne Liu Aniruddha Kembhavi Mohammad Rastegari J. Yosinski Ali Farhadi SSL CLL 125 298 0 26 Jun 2020
OvA-INN: Continual Learning with Invertible Neural Networks Guillaume Hocquet O. Bichler D. Querlioz BDL CLL 46 12 0 24 Jun 2020
Insights from the Future for Continual Learning Arthur Douillard Eduardo Valle Charles Ollion Thomas Robert Matthieu Cord VLM CLL 77 11 0 24 Jun 2020
Automatic Recall Machines: Internal Replay, Continual Learning and the Brain Xu Ji Joao Henriques Tinne Tuytelaars Andrea Vedaldi KELM 98 10 0 22 Jun 2020
Continual Learning in Recurrent Neural Networks Benjamin Ehret Christian Henning Maria R. Cervera Alexander Meulemans J. Oswald Benjamin Grewe CLL 86 9 0 22 Jun 2020
Semi-Discriminative Representation Loss for Online Continual Learning Yu Chen Tom Diethe Peter A. Flach CLL 21 0 0 19 Jun 2020
Deep Reinforcement Learning amidst Lifelong Non-Stationarity Annie Xie James Harrison Chelsea Finn CLL OffRL 104 65 0 18 Jun 2020