Always Be Dreaming: A New Approach for Data-Free Class-Incremental Learning

17 June 2021

Papers citing "Always Be Dreaming: A New Approach for Data-Free Class-Incremental Learning"

50 / 101 papers shown

Title
Summarizing Stream Data for Memory-Constrained Online Continual Learning Jianyang Gu Kai Wang Wei Jiang Yang You DD 24 9 0 26 May 2023
Continual Learning with Strong Experience Replay Tao Zhuo Zhiyong Cheng Zan Gao Hehe Fan Mohan S. Kankanhalli CLL VLM 29 2 0 23 May 2023
Continual Learning through Human-Robot Interaction: Human Perceptions of a Continual Learning Robot in Repeated Interactions Ali Ayub Zachary De Francesco Patrick Holthaus Chrystopher L. Nehaniv Kerstin Dautenhahn CLL HAI 24 5 0 22 May 2023
BiRT: Bio-inspired Replay in Vision Transformers for Continual Learning Kishaan Jeeveswaran Prashant Bhat Bahram Zonooz Elahe Arani CLL 11 19 0 08 May 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 24 3 0 05 May 2023
eTag: Class-Incremental Learning with Embedding Distillation and Task-Oriented Generation Libo Huang Yan Zeng Chuanguang Yang Zhulin An Boyu Diao Yongjun Xu CLL 14 2 0 20 Apr 2023
PointCLIMB: An Exemplar-Free Point Cloud Class Incremental Benchmark Shivanand Kundargi Tejas Anvekar R. Tabib U. Mudenagudi 3DPC 11 3 0 13 Apr 2023
Continual Diffusion: Continual Customization of Text-to-Image Diffusion with C-LoRA James Smith Yen-Chang Hsu Lingyu Zhang Ting Hua Z. Kira Yilin Shen Hongxia Jin DiffM 126 95 0 12 Apr 2023
Online Distillation with Continual Learning for Cyclic Domain Shifts Joachim Houyon A. Cioppa Yasir Ghunaim Motasem Alfarra Anaïs Halin Maxim Henry Bernard Ghanem Marc Van Droogenbroeck CLL 27 8 0 03 Apr 2023
Projected Latent Distillation for Data-Agnostic Consolidation in Distributed Continual Learning Antonio Carta Andrea Cossu Vincenzo Lomonaco D. Bacciu Joost van de Weijer FedML 13 5 0 28 Mar 2023
A Comprehensive Survey on Test-Time Adaptation under Distribution Shifts Jian Liang R. He Tien-Ping Tan OOD VLM TTA 27 201 0 27 Mar 2023
Remind of the Past: Incremental Learning with Analogical Prompts Zhiheng Ma Xiaopeng Hong Beinan Liu Yabin Wang Pinyue Guo Huiyun Li CLL 26 1 0 24 Mar 2023
A Unified Continual Learning Framework with General Parameter-Efficient Tuning Qiankun Gao Chen Zhao Yifan Sun Teng Xi Gang Zhang Bernard Ghanem Jing Zhang CLL 26 87 0 17 Mar 2023
Revisiting Class-Incremental Learning with Pre-Trained Models: Generalizability and Adaptivity are All You Need Da-Wei Zhou Han-Jia Ye De-Chuan Zhan Ziwei Liu CLL 28 99 0 13 Mar 2023
TARGET: Federated Class-Continual Learning via Exemplar-Free Distillation Jie M. Zhang Chen Chen Weiming Zhuang Lingjuan Lv CLL FedML 33 45 0 13 Mar 2023
Preventing Zero-Shot Transfer Degradation in Continual Learning of Vision-Language Models Zangwei Zheng Mingyu Ma Kai Wang Ziheng Qin Xiangyu Yue Yang You CLL VLM 97 67 0 12 Mar 2023
NIFF: Alleviating Forgetting in Generalized Few-Shot Object Detection via Neural Instance Feature Forging Karim Guirguis Johannes Meier George Eskandar Matthias Kayser B. Yang Juergen Beyerer 50 8 0 09 Mar 2023
Real-Time Evaluation in Online Continual Learning: A New Hope Yasir Ghunaim Adel Bibi Kumail Alhamoud Motasem Alfarra Hasan Hammoud Ameya Prabhu Philip H. S. Torr Bernard Ghanem CLL 16 39 0 02 Feb 2023
A Comprehensive Survey of Continual Learning: Theory, Method and Application Liyuan Wang Xingxing Zhang Hang Su Jun Zhu KELM CLL 33 596 0 31 Jan 2023
Adaptively Integrated Knowledge Distillation and Prediction Uncertainty for Continual Learning Kanghao Chen Sijia Liu Ruixuan Wang Weishi Zheng KELM CLL 14 0 0 18 Jan 2023
Task-Adaptive Saliency Guidance for Exemplar-free Class Incremental Learning Xialei Liu Jiang-Tian Zhai Andrew D. Bagdanov Ke Li Mingg-Ming Cheng CLL 21 4 0 16 Dec 2022
PIVOT: Prompting for Video Continual Learning Andrés Villa Juan Carlos León Alcázar Motasem Alfarra Kumail Alhamoud J. Hurtado Fabian Caba Heilbron Alvaro Soto Bernard Ghanem VLM CLL 38 45 0 09 Dec 2022
CODA-Prompt: COntinual Decomposed Attention-based Prompting for Rehearsal-Free Continual Learning James Smith Leonid Karlinsky V. Gutta Paola Cascante-Bonilla Donghyun Kim Assaf Arbelle Rameswar Panda Rogerio Feris Z. Kira CLL VPVLM VLM 32 256 0 23 Nov 2022
FeTrIL: Feature Translation for Exemplar-Free Class-Incremental Learning Grégoire Petit Adrian Daniel Popescu Hugo Schindler David Picard Bertrand Delezoide CLL 19 111 0 23 Nov 2022
ConStruct-VL: Data-Free Continual Structured VL Concepts Learning James Smith Paola Cascante-Bonilla Assaf Arbelle Donghyun Kim Rameswar Panda David D. Cox Diyi Yang Z. Kira Rogerio Feris Leonid Karlinsky VLM 33 20 0 17 Nov 2022
Generative Negative Text Replay for Continual Vision-Language Pretraining Shipeng Yan Lanqing Hong Hang Xu Jianhua Han Tinne Tuytelaars Zhenguo Li Xuming He VLM CLL CLIP 28 17 0 31 Oct 2022
A Memory Transformer Network for Incremental Learning Ahmet Iscen Thomas Bird Mathilde Caron Alireza Fathi Cordelia Schmid CLL 111 14 0 10 Oct 2022
Synthetic Dataset Generation for Privacy-Preserving Machine Learning Efstathia Soufleri Gobinda Saha Kaushik Roy DD 17 2 0 06 Oct 2022
Learnable Distribution Calibration for Few-Shot Class-Incremental Learning Bin Liu Boyu Yang Lingxi Xie Ren Wang Qi Tian QiXiang Ye CLL 16 16 0 01 Oct 2022
Momentum Adversarial Distillation: Handling Large Distribution Shifts in Data-Free Knowledge Distillation Kien Do Hung Le D. Nguyen Dang Nguyen Haripriya Harikumar T. Tran Santu Rana Svetha Venkatesh 18 32 0 21 Sep 2022
PlaStIL: Plastic and Stable Memory-Free Class-Incremental Learning Grégoire Petit Adrian Daniel Popescu Eden Belouadah David Picard Bertrand Delezoide CLL 29 1 0 14 Sep 2022
Few-Shot Class-Incremental Learning via Entropy-Regularized Data-Free Replay Huan Liu Li Gu Zhixiang Chi Yang Wang Yuanhao Yu Jun Chen Jingshan Tang 28 80 0 22 Jul 2022
Class Impression for Data-free Incremental Learning Sana Ayromlou Purang Abolmaesumi Teresa S. M. Tsang Xiaoxiao Li 18 4 0 26 Jun 2022
A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental Learning Da-Wei Zhou Qiwen Wang Han-Jia Ye De-Chuan Zhan 19 122 0 26 May 2022
Continual Learning with Bayesian Model based on a Fixed Pre-trained Feature Extractor Yang Yang Z. Cui Junjie Xu Changhong Zhong Weishi Zheng Ruixuan Wang MedIm BDL OOD 18 34 0 28 Apr 2022
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
Learning to Imagine: Diversify Memory for Incremental Learning using Unlabeled Data Yujin Tang Yifan Peng Weishi Zheng CLL 19 31 0 19 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
R-DFCIL: Relation-Guided Representation Learning for Data-Free Class Incremental Learning Qiankun Gao Chen Zhao Bernard Ghanem Jian Zhang CLL 20 61 0 24 Mar 2022
Continual Sequence Generation with Adaptive Compositional Modules Yanzhe Zhang Xuezhi Wang Diyi Yang KELM CLL 35 40 0 20 Mar 2022
SATS: Self-Attention Transfer for Continual Semantic Segmentation Yiqiao Qiu Yixing Shen Zhuohao Sun Yanchong Zheng Xiaobin Chang Weishi Zheng Ruixuan Wang CLL 19 28 0 15 Mar 2022
Representation Compensation Networks for Continual Semantic Segmentation Chang-Bin Zhang Jianqiang Xiao Xialei Liu Ying-Cong Chen Mingg-Ming Cheng SSeg CLL 32 93 0 10 Mar 2022
Data-Free Knowledge Transfer: A Survey Yuang Liu Wei Zhang Jun Wang Jianyong Wang 27 48 0 31 Dec 2021
TAGPerson: A Target-Aware Generation Pipeline for Person Re-identification Kai Chen Weihua Chen Tao He Rong Du Fan Wang Xiuyu Sun Yuchen Guo Guiguang Ding 13 8 0 28 Dec 2021
Ex-Model: Continual Learning from a Stream of Trained Models Antonio Carta Andrea Cossu Vincenzo Lomonaco D. Bacciu CLL 14 11 0 13 Dec 2021
Towards Better Plasticity-Stability Trade-off in Incremental Learning: A Simple Linear Connector Guoliang Lin Hanlu Chu Hanjiang Lai MoMe CLL 29 43 0 15 Oct 2021
Memory-Free Generative Replay For Class-Incremental Learning Xiaomeng Xin Yiran Zhong Yunzhong Hou Jinjun Wang Liang Zheng 22 8 0 01 Sep 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
Memory-Efficient Semi-Supervised Continual Learning: The World is its Own Replay Buffer James Smith Jonathan C. Balloch Yen-Chang Hsu Z. Kira CLL 126 35 0 23 Jan 2021
EEC: Learning to Encode and Regenerate Images for Continual Learning Ali Ayub Alan R. Wagner CLL 35 59 0 13 Jan 2021