Recent Advances of Continual Learning in Computer Vision: An Overview

23 September 2021

Jun Liu

Papers citing "Recent Advances of Continual Learning in Computer Vision: An Overview"

50 / 250 papers shown

Title
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 Yikang Shen Rogerio Feris Z. Kira CLL VPVLM VLM 85 287 0 23 Nov 2022
Margin-Based Few-Shot Class-Incremental Learning with Class-Level Overfitting Mitigation Yixiong Zou Shanghang Zhang Yuhua Li Rui Li CLL 49 64 0 10 Oct 2022
On the Soft-Subnetwork for Few-shot Class Incremental Learning Haeyong Kang Jaehong Yoon Sultan Rizky Hikmawan Madjid Sung Ju Hwang Chang D. Yoo CLL 94 42 0 15 Sep 2022
Incremental Few-Shot Semantic Segmentation via Embedding Adaptive-Update and Hyper-class Representation Guangchen Shi Yirui Wu Jing Liu Shaohua Wan Wenhai Wang Tong Lu CLL 88 35 0 26 Jul 2022
S-Prompts Learning with Pre-trained Transformers: An Occam's Razor for Domain Incremental Learning Yabin Wang Zhiwu Huang Xiaopeng Hong CLL VLM 115 221 0 26 Jul 2022
ACIL: Analytic Class-Incremental Learning with Absolute Memorization and Privacy Protection Huiping Zhuang Zhenyu Weng Hongxin Wei Renchunzi Xie Kar-Ann Toh Zhiping Lin CLL 89 41 0 30 May 2022
DualPrompt: Complementary Prompting for Rehearsal-free Continual Learning Zifeng Wang Zizhao Zhang Sayna Ebrahimi Ruoxi Sun Han Zhang ... Xiaoqi Ren Guolong Su Vincent Perot Jennifer Dy Tomas Pfister CLL VLM VPVLM 117 490 0 10 Apr 2022
Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations Polina Kirichenko Pavel Izmailov A. Wilson OOD 83 336 0 06 Apr 2022
Overcoming Catastrophic Forgetting in Incremental Object Detection via Elastic Response Distillation Tao Feng Mang Wang Hangjie Yuan ObjD CLL 86 88 0 05 Apr 2022
Continual Test-Time Domain Adaptation Qin Wang Olga Fink Luc Van Gool Dengxin Dai OOD TTA 109 424 0 25 Mar 2022
Unified Multivariate Gaussian Mixture for Efficient Neural Image Compression Xiaosu Zhu Jingkuan Song Lianli Gao Fengcai Zheng Hengtao Shen 48 64 0 21 Mar 2022
Representation Compensation Networks for Continual Semantic Segmentation Chang-Bin Zhang Jianqiang Xiao Xialei Liu Ying-Cong Chen Mingg-Ming Cheng SSeg CLL 96 94 0 10 Mar 2022
Instant Neural Graphics Primitives with a Multiresolution Hash Encoding Thomas Müller Alex Evans Christoph Schied A. Keller 315 4,017 0 16 Jan 2022
Class-Incremental Continual Learning into the eXtended DER-verse Matteo Boschini Lorenzo Bonicelli Pietro Buzzega Angelo Porrello Simone Calderara CLL BDL 80 140 0 03 Jan 2022
Continual Learning of a Mixed Sequence of Similar and Dissimilar Tasks Zixuan Ke Bing-Quan Liu Xingchang Huang CLL 63 125 0 18 Dec 2021
Learning to Prompt for Continual Learning Zifeng Wang Zizhao Zhang Chen-Yu Lee Han Zhang Ruoxi Sun Xiaoqi Ren Guolong Su Vincent Perot Jennifer Dy Tomas Pfister CLL VPVLM KELM VLM 101 775 0 16 Dec 2021
Forward Compatible Training for Large-Scale Embedding Retrieval Systems Vivek Ramanujan Pavan Kumar Anasosalu Vasu Ali Farhadi Oncel Tuzel Hadi Pouransari VLM 61 19 0 06 Dec 2021
Masked-attention Mask Transformer for Universal Image Segmentation Bowen Cheng Ishan Misra Alex Schwing Alexander Kirillov Rohit Girdhar ISeg 245 2,364 0 02 Dec 2021
Self-Promoted Prototype Refinement for Few-Shot Class-Incremental Learning Kai Zhu Yang Cao Wei Zhai Jie Cheng Zhengjun Zha CLL 114 145 0 19 Jul 2021
Kernel Continual Learning Mohammad Mahdi Derakhshani Xiantong Zhen Ling Shao Cees G. M. Snoek CLL BDL VLM 101 38 0 12 Jul 2021
CoReD: Generalizing Fake Media Detection with Continual Representation using Distillation Minhan Kim Shahroz Tariq Simon S. Woo CLL 65 50 0 06 Jul 2021
When Video Classification Meets Incremental Classes Hanbin Zhao Xin Qin Shihao Su Yongjian Fu Zibo Lin Xi Li CLL 55 28 0 30 Jun 2021
Co $^2$ L: Contrastive Continual Learning Hyuntak Cha Jaeho Lee Jinwoo Shin CLL SSL VLM 110 302 0 28 Jun 2021
Optimizing Reusable Knowledge for Continual Learning via Metalearning J. Hurtado Alain Raymond-Sáez Alvaro Soto CLL 75 37 0 09 Jun 2021
Layerwise Optimization by Gradient Decomposition for Continual Learning Shixiang Tang Dapeng Chen Jinguo Zhu Shijie Yu Wanli Ouyang CLL 64 65 0 17 May 2021
Incremental Few-Shot Instance Segmentation Dan Andrei Ganea B. Boom R. Poppe CLL 80 69 0 11 May 2021
Continual Learning via Bit-Level Information Preserving Yujun Shi Li-xin Yuan Yunpeng Chen Jiashi Feng CLL 56 43 0 10 May 2021
Piggyback GAN: Efficient Lifelong Learning for Image Conditioned Generation Mengyao Zhai Lei Chen Jiawei He Megha Nawhal Frederick Tung Greg Mori CLL 47 29 0 24 Apr 2021
On Learning the Geodesic Path for Incremental Learning Christian Simon Piotr Koniusz Mehrtash Harandi CLL 61 121 0 17 Apr 2021
New Insights on Reducing Abrupt Representation Change in Online Continual Learning Lucas Caccia Rahaf Aljundi Nader Asadi Tinne Tuytelaars Joelle Pineau Eugene Belilovsky CLL 64 200 0 11 Apr 2021
Few-Shot Incremental Learning with Continually Evolved Classifiers Chi Zhang Nan Song Guosheng Lin Yun Zheng Pan Pan Yinghui Xu CLL 86 295 0 07 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 39 12 0 02 Apr 2021
Rainbow Memory: Continual Learning with a Memory of Diverse Samples Jihwan Bang Heesu Kim Y. Yoo Jung-Woo Ha Jonghyun Choi CLL 95 335 0 31 Mar 2021
DER: Dynamically Expandable Representation for Class Incremental Learning Shipeng Yan Jiangwei Xie Xuming He CLL 67 453 0 31 Mar 2021
Rectification-based Knowledge Retention for Continual Learning Pravendra Singh Pratik Mazumder Piyush Rai Vinay P. Namboodiri CLL 48 41 0 30 Mar 2021
Efficient Feature Transformations for Discriminative and Generative Continual Learning Vinay Kumar Verma Kevin J. Liang Nikhil Mehta Piyush Rai Lawrence Carin CLL 96 78 0 25 Mar 2021
Lifelong Person Re-Identification via Adaptive Knowledge Accumulation Nan Pu Wei Chen Yu Liu E. Bakker M. Lew CLL 49 83 0 23 Mar 2021
Supervised Contrastive Replay: Revisiting the Nearest Class Mean Classifier in Online Class-Incremental Continual Learning Zheda Mai Ruiwen Li Hyunwoo J. Kim Scott Sanner CLL 72 185 0 22 Mar 2021
Gradient Projection Memory for Continual Learning Gobinda Saha Isha Garg Kaushik Roy VLM CLL 72 283 0 17 Mar 2021
Training Networks in Null Space of Feature Covariance for Continual Learning Shipeng Wang Xiaorong Li Jian Sun Zongben Xu CLL 91 141 0 12 Mar 2021
Continual Semantic Segmentation via Repulsion-Attraction of Sparse and Disentangled Latent Representations Umberto Michieli Pietro Zanuttigh CLL 78 139 0 10 Mar 2021
Semantic-aware Knowledge Distillation for Few-Shot Class-Incremental Learning A. Cheraghian Shafin Rahman Pengfei Fang S. Roy L. Petersson Mehrtash Harandi CLL 131 184 0 06 Mar 2021
Selective Replay Enhances Learning in Online Continual Analogical Reasoning Tyler L. Hayes Christopher Kanan CLL 37 20 0 06 Mar 2021
Towards Open World Object Detection K. J. Joseph Salman Khan Fahad Shahbaz Khan V. Balasubramanian ObjD 85 461 0 03 Mar 2021
Distilling Causal Effect of Data in Class-Incremental Learning Xinting Hu Kaihua Tang Chunyan Miao Xiansheng Hua Hanwang Zhang CML 238 176 0 02 Mar 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 927 29,436 0 26 Feb 2021
Essentials for Class Incremental Learning Sudhanshu Mittal Silvio Galesso Thomas Brox CLL 54 97 0 18 Feb 2021
Do Not Forget to Attend to Uncertainty while Mitigating Catastrophic Forgetting V. Kurmi Badri N. Patro Venkatesh Subramanian Vinay P. Namboodiri 85 22 0 03 Feb 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 89 417 0 25 Jan 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 157 38 0 23 Jan 2021