Continual Prototype Evolution: Learning Online from Non-Stationary Data Streams

2 September 2020

Tinne Tuytelaars

Papers citing "Continual Prototype Evolution: Learning Online from Non-Stationary Data Streams"

40 / 40 papers shown

Title
ProtoGuard-guided PROPEL: Class-Aware Prototype Enhancement and Progressive Labeling for Incremental 3D Point Cloud Segmentation Yiming Li Yuecong Xu Junjie Chen Kemi Ding 3DPC CLL 42 0 0 02 Apr 2025
Feature Calibration enhanced Parameter Synthesis for CLIP-based Class-incremental Learning J. Guo Xiaoguang Zhu Xiaoguang Zhu Lianlong Sun Liangyu Teng Yang Liu Di Li Wei Zhou Liang Song CLL VLM 59 1 0 24 Mar 2025
Lifelong Learning with Task-Specific Adaptation: Addressing the Stability-Plasticity Dilemma Ruiyu Wang Sen Wang Wei Ji Q. Sun CLL KELM 65 0 0 08 Mar 2025
ConSense: Continually Sensing Human Activity with WiFi via Growing and Picking Rong Li Tao Deng Siwei Feng Mingjie Sun Juncheng Jia CLL 49 1 0 18 Feb 2025
Towards Robust Incremental Learning under Ambiguous Supervision Rui Wang Mingxuan Xia Chang Yao Lei Feng Junbo Zhao Gang Chen Haobo Wang CLL 167 0 0 23 Jan 2025
Integrating Dual Prototypes for Task-Wise Adaption in Pre-Trained Model-Based Class-Incremental Learning Zhiming Xu Steve Yang Baile Xu Jian Zhao Furao Shen CLL 83 0 0 26 Nov 2024
Prospective Learning: Learning for a Dynamic Future Ashwin De Silva Rahul Ramesh Rubing Yang Siyu Yu Joshua T. Vogelstein Pratik Chaudhari AI4TS 80 0 0 31 Oct 2024
A Probabilistic Framework for Adapting to Changing and Recurring Concepts in Data Streams B. Halstead Yun Sing Koh Patricia J. Riddle Mykola Pechenizkiy Albert Bifet TTA AI4TS 32 3 0 18 Aug 2024
Decision Boundary-aware Knowledge Consolidation Generates Better Instance-Incremental Learner Qiang Nie Weifu Fu Yuhuan Lin Jialin Li Yifeng Zhou Yong Liu Lei Zhu Chengjie Wang 38 0 0 05 Jun 2024
Realistic Continual Learning Approach using Pre-trained Models Nadia Nasri Carlos Gutiérrez-Álvarez Sergio Lafuente-Arroyo Saturnino Maldonado-Bascón Roberto J. López-Sastre CLL 43 0 0 11 Apr 2024
Toward industrial use of continual learning : new metrics proposal for class incremental learning Mohamed Abbas Konaté A. Yao T. Chateau P. Bouges CLL 24 0 0 10 Apr 2024
Confidence Self-Calibration for Multi-Label Class-Incremental Learning Kaile Du Yifan Zhou Fan Lyu Yuyang Li Chen Lu Guangcan Liu CLL 42 2 0 19 Mar 2024
VLM-PL: Advanced Pseudo Labeling Approach for Class Incremental Object Detection via Vision-Language Model Junsu Kim Yunhoe Ku Jihyeon Kim Junuk Cha Seungryul Baek ObjD VLM 37 12 0 08 Mar 2024
SDDGR: Stable Diffusion-based Deep Generative Replay for Class Incremental Object Detection Junsu Kim Hoseong Cho Jihyeon Kim Yihalem Yimolal Tiruneh Seungryul Baek DiffM 43 20 0 27 Feb 2024
Continual Learning on Graphs: A Survey Zonggui Tian Duanhao Zhang Hong-Ning Dai 47 5 0 09 Feb 2024
Continual Learning through Networks Splitting and Merging with Dreaming-Meta-Weighted Model Fusion Yi Sun Xin Xu Jian Li Guanglei Xie Yifei Shi Qiang Fang CLL MoMe 34 1 0 12 Dec 2023
Density Distribution-based Learning Framework for Addressing Online Continual Learning Challenges Shilin Zhang Jiahui Wang CLL 32 0 0 22 Nov 2023
CoinSeg: Contrast Inter- and Intra- Class Representations for Incremental Segmentation Zekang Zhang Guangyu Gao Jianbo Jiao C. Liu Yunchao Wei 48 21 0 10 Oct 2023
Online Prototype Learning for Online Continual Learning Yujie Wei Jiaxin Ye Zhizhong Huang Junping Zhang Hongming Shan CLL OnRL 33 39 0 01 Aug 2023
Evolving Knowledge Mining for Class Incremental Segmentation Zhihe Lu Shuicheng Yan Xinchao Wang CLL 38 0 0 03 Jun 2023
Prototype-Sample Relation Distillation: Towards Replay-Free Continual Learning Nader Asadi Mohammad Davar Sudhir Mudur Rahaf Aljundi Eugene Belilovsky CLL 37 35 0 26 Mar 2023
Learning from Mistakes: Self-Regularizing Hierarchical Representations in Point Cloud Semantic Segmentation Elena Camuffo Umberto Michieli Simone Milani 3DPC 30 4 0 26 Jan 2023
Continual Learning with Optimal Transport based Mixture Model Quyen Tran Hoang Phan Khoat Than Dinh Q. Phung Trung Le CLL 21 1 0 30 Nov 2022
Multi-Label Continual Learning using Augmented Graph Convolutional Network Kaile Du Fan Lyu Linyan Li Fuyuan Hu Wei Feng Fenglei Xu Xuefeng Xi Hanjing Cheng CLL 33 13 0 27 Nov 2022
Mining Unseen Classes via Regional Objectness: A Simple Baseline for Incremental Segmentation Zekang Zhang Guangyu Gao Zhiyuan Fang Jianbo Jiao Yunchao Wei CLL 26 31 0 13 Nov 2022
Do Pre-trained Models Benefit Equally in Continual Learning? Kuan-Ying Lee Yuanyi Zhong Yu-xiong Wang CLL 32 28 0 27 Oct 2022
Task-Free Continual Learning via Online Discrepancy Distance Learning Fei Ye A. Bors CLL 24 28 0 12 Oct 2022
Optimizing Class Distribution in Memory for Multi-Label Online Continual Learning Yanyan Liang Wu-Jun Li CLL 18 8 0 23 Sep 2022
Alleviating Representational Shift for Continual Fine-tuning Shibo Jie Zhi-Hong Deng Ziheng Li CLL 37 11 0 22 Apr 2022
CFA: Constraint-based Finetuning Approach for Generalized Few-Shot Object Detection Karim Guirguis Ahmed Hendawy George Eskandar Mohamed Abdelsamad Matthias Kayser Jürgen Beyerer 24 15 0 11 Apr 2022
Re-examining Distillation For Continual Object Detection Eli Verwimp Kuo Yang Sarah Parisot Hong Lanqing Jingyu Sun Eduardo Pérez-Pellitero Matthias De Lange Tinne Tuytelaars VLM 30 6 0 04 Apr 2022
Meta-attention for ViT-backed Continual Learning Mengqi Xue Haofei Zhang Mingli Song Mingli Song CLL 32 42 0 22 Mar 2022
Lifelong Adaptive Machine Learning for Sensor-based Human Activity Recognition Using Prototypical Networks Rebecca Adaimi Edison Thomaz CLL 26 13 0 11 Mar 2022
Is Class-Incremental Enough for Continual Learning? Andrea Cossu G. Graffieti Lorenzo Pellegrini Davide Maltoni D. Bacciu Antonio Carta Vincenzo Lomonaco CLL 40 30 0 06 Dec 2021
Saliency Guided Experience Packing for Replay in Continual Learning Gobinda Saha Kaushik Roy VLM KELM CLL 94 22 0 10 Sep 2021
Adaptive Explainable Continual Learning Framework for Regression Problems with Focus on Power Forecasts Yujiang He AI4TS CLL 19 2 0 24 Aug 2021
Natural continual learning: success is a journey, not (just) a destination Ta-Chu Kao Kristopher T. Jensen Gido M. van de Ven A. Bernacchia Guillaume Hennequin CLL 23 46 0 15 Jun 2021
Class-Incremental Learning with Generative Classifiers Gido M. van de Ven Zhe Li A. Tolias BDL 50 58 0 20 Apr 2021
Understanding Continual Learning Settings with Data Distribution Drift Analysis Timothée Lesort Massimo Caccia Irina Rish 25 55 0 04 Apr 2021
Posterior Meta-Replay for Continual Learning Christian Henning Maria R. Cervera Francesco DÁngelo J. Oswald Regina Traber Benjamin Ehret Seijin Kobayashi Benjamin Grewe João Sacramento CLL BDL 51 54 0 01 Mar 2021