Early-Learning regularized Contrastive Learning for Cross-Modal Retrieval with Noisy Labels

Author:

Xu Tianyuan1,Liu Xueliang1,Huang Zhen2,Guo Dan1,Hong Richang1,Wang Meng1

Affiliation:

1. Hefei University of Technology, Hefei, China

2. National University of Defense Technology, Changsha, China

Publisher

ACM

Reference49 articles.

1. Galen Andrew , Raman Arora , Jeff Bilmes , and Karen Livescu . 2013 . Deep canonical correlation analysis . In International conference on machine learning. PMLR, 1247--1255 . Galen Andrew, Raman Arora, Jeff Bilmes, and Karen Livescu. 2013. Deep canonical correlation analysis. In International conference on machine learning. PMLR, 1247--1255.

2. Devansh Arpit , Stanisław Jastrzke bski, Nicolas Ballas , David Krueger , Emmanuel Bengio , Maxinder S Kanwal , Tegan Maharaj , Asja Fischer , Aaron Courville , Yoshua Bengio , 2017 . A closer look at memorization in deep networks . In International conference on machine learning. PMLR, 233--242 . Devansh Arpit, Stanisław Jastrzke bski, Nicolas Ballas, David Krueger, Emmanuel Bengio, Maxinder S Kanwal, Tegan Maharaj, Asja Fischer, Aaron Courville, Yoshua Bengio, et al. 2017. A closer look at memorization in deep networks. In International conference on machine learning. PMLR, 233--242.

3. Guanqun Cao , Alexandros Iosifidis , Ke Chen , and Moncef Gabbouj . 2017. Generalized multi-view embedding for visual recognition and cross-modal retrieval . IEEE transactions on cybernetics , Vol. 48 , 9 ( 2017 ), 2542--2555. Guanqun Cao, Alexandros Iosifidis, Ke Chen, and Moncef Gabbouj. 2017. Generalized multi-view embedding for visual recognition and cross-modal retrieval. IEEE transactions on cybernetics , Vol. 48, 9 (2017), 2542--2555.

4. Robust Loss Functions under Label Noise for Deep Neural Networks

5. Jacob Goldberger and Ehud Ben-Reuven. 2017. Training deep neural-networks using a noise adaptation layer. In ICLR. Jacob Goldberger and Ehud Ben-Reuven. 2017. Training deep neural-networks using a noise adaptation layer. In ICLR.

Cited by 10 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. A method for image–text matching based on semantic filtering and adaptive adjustment;EURASIP Journal on Image and Video Processing;2024-08-29

2. Dual-Mix for Cross-Modal Retrieval with Noisy Labels;ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP);2024-04-14

3. LCNME: Label Correction Using Network Prediction Based on Memorization Effects for Cross-Modal Retrieval With Noisy Labels;IEEE Transactions on Circuits and Systems for Video Technology;2024-01

4. Improving Speaker Verification With Noise-Aware Label Ensembling and Sample Selection: Learning and Correcting Noisy Speaker Labels;IEEE/ACM Transactions on Audio, Speech, and Language Processing;2024

5. Semantic Preservation and Hash Fusion Network for Unsupervised Cross-Modal Retrieval;Lecture Notes in Computer Science;2024

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