Enhancing Semi-Supervised Learning with Cross-Modal Knowledge

Author:

Zhu Hui1,Lu Yongchun2,Wang Hongbin2,Zhou Xunyi2,Ma Qin3,Liu Yanhong2,Jiang Ning2,Wei Xin2,Zeng Linchengxi2,Zhao Xiaofang4

Affiliation:

1. Institute of Computing Technology, Chinese Academy of Sciences; University of Chinese Academy of Sciences, Beijing, China

2. Mashang Consumer Finance Co., Ltd., Beijing, China

3. China Agricultural University, Beijing, China

4. Institute of Computing Technology & Institute of Intelligent Computing Technology, Suzhou, Chinese Academy of Sciences, Beijing, China

Funder

the National Key Research Program of China

Publisher

ACM

Reference43 articles.

1. Abulikemu Abuduweili , Xingjian Li , Humphrey Shi , Cheng-Zhong Xu , and Dejing Dou . 2021 . Adaptive Consistency Regularization for Semi-Supervised Transfer Learning. In IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2021 , virtual, June 19 --25 , 2021. Computer Vision Foundation / IEEE, 6923--6932. https://openaccess.thecvf.com/content/CVPR2021/html/Abuduweili_Adaptive_Consistency_Regularization_for_Semi-Supervised_Transfer_Learning_CVPR_2021_paper.html Abulikemu Abuduweili, Xingjian Li, Humphrey Shi, Cheng-Zhong Xu, and Dejing Dou. 2021. Adaptive Consistency Regularization for Semi-Supervised Transfer Learning. In IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2021, virtual, June 19--25, 2021. Computer Vision Foundation / IEEE, 6923--6932. https://openaccess.thecvf.com/content/CVPR2021/html/Abuduweili_Adaptive_Consistency_Regularization_for_Semi-Supervised_Transfer_Learning_CVPR_2021_paper.html

2. Curriculum learning

3. David Berthelot , Nicholas Carlini , Ekin D. Cubuk , Alex Kurakin , Kihyuk Sohn , Han Zhang , and Colin Raffel . 2020 . ReMixMatch: Semi-Supervised Learning with Distribution Matching and Augmentation Anchoring. In 8th International Conference on Learning Representations, ICLR 2020. https://openreview.net/ forum?id=HklkeR4KPB David Berthelot, Nicholas Carlini, Ekin D. Cubuk, Alex Kurakin, Kihyuk Sohn, Han Zhang, and Colin Raffel. 2020. ReMixMatch: Semi-Supervised Learning with Distribution Matching and Augmentation Anchoring. In 8th International Conference on Learning Representations, ICLR 2020. https://openreview.net/ forum?id=HklkeR4KPB

4. MixMatch: A Holistic Approach to Semi-Supervised Learning. In Advances in Neural Information Processing Systems;Berthelot David;NeurIPS,2019

5. Lucas Beyer , Xiaohua Zhai , Avital Oliver , and Alexander Kolesnikov . 2019 . S4L: Self-Supervised Semi-Supervised Learning . In 2019 IEEE/CVF International Conference on Computer Vision, ICCV 2019 . 1476--1485. https://doi.org/10.1109/ICCV2019.00156 Lucas Beyer, Xiaohua Zhai, Avital Oliver, and Alexander Kolesnikov. 2019. S4L: Self-Supervised Semi-Supervised Learning. In 2019 IEEE/CVF International Conference on Computer Vision, ICCV 2019. 1476--1485. https://doi.org/10.1109/ICCV2019.00156

Cited by 5 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Dynamic Weighted Adversarial Learning for Semi-Supervised Classification under Intersectional Class Mismatch;ACM Transactions on Multimedia Computing, Communications, and Applications;2024-01-11

2. Class-Wise Contrastive Prototype Learning for Semi-Supervised Classification Under Intersectional Class Mismatch;IEEE Transactions on Multimedia;2024

3. Deep learning technologies for shield tunneling: Challenges and opportunities;Automation in Construction;2023-10

4. Get a Head Start: Targeted Labeling at Source with Limited Annotation Overhead for Semi-Supervised Learning;2023 IEEE International Conference on Multimedia and Expo (ICME);2023-07

5. Not All Classes are Equal: Adaptively Focus-Aware Confidence for Semi-Supervised Object Detection;ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP);2023-06-04

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3