International Conference on Intelligent Human Computer Interaction最新文献

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Leveraging Human-Machine Interactions for Computer Vision Dataset Quality Enhancement 利用人机交互提高计算机视觉数据集质量
International Conference on Intelligent Human Computer Interaction Pub Date : 2024-01-31 DOI: 10.48550/arXiv.2401.17736
Esla Timothy Anzaku, Hyesoo Hong, Jin-Woo Park, Wonjun Yang, Kangmin Kim, Jongbum Won, Deshika Vinoshani Kumari Herath, Arnout Van Messem, W. D. Neve
{"title":"Leveraging Human-Machine Interactions for Computer Vision Dataset Quality Enhancement","authors":"Esla Timothy Anzaku, Hyesoo Hong, Jin-Woo Park, Wonjun Yang, Kangmin Kim, Jongbum Won, Deshika Vinoshani Kumari Herath, Arnout Van Messem, W. D. Neve","doi":"10.48550/arXiv.2401.17736","DOIUrl":"https://doi.org/10.48550/arXiv.2401.17736","url":null,"abstract":"Large-scale datasets for single-label multi-class classification, such as emph{ImageNet-1k}, have been instrumental in advancing deep learning and computer vision. However, a critical and often understudied aspect is the comprehensive quality assessment of these datasets, especially regarding potential multi-label annotation errors. In this paper, we introduce a lightweight, user-friendly, and scalable framework that synergizes human and machine intelligence for efficient dataset validation and quality enhancement. We term this novel framework emph{Multilabelfy}. Central to Multilabelfy is an adaptable web-based platform that systematically guides annotators through the re-evaluation process, effectively leveraging human-machine interactions to enhance dataset quality. By using Multilabelfy on the ImageNetV2 dataset, we found that approximately $47.88%$ of the images contained at least two labels, underscoring the need for more rigorous assessments of such influential datasets. Furthermore, our analysis showed a negative correlation between the number of potential labels per image and model top-1 accuracy, illuminating a crucial factor in model evaluation and selection. Our open-source framework, Multilabelfy, offers a convenient, lightweight solution for dataset enhancement, emphasizing multi-label proportions. This study tackles major challenges in dataset integrity and provides key insights into model performance evaluation. Moreover, it underscores the advantages of integrating human expertise with machine capabilities to produce more robust models and trustworthy data development. The source code for Multilabelfy will be available at https://github.com/esla/Multilabelfy. keywords{Computer Vision and Dataset Quality Enhancement and Dataset Validation and Human-Computer Interaction and Multi-label Annotation.}","PeriodicalId":224881,"journal":{"name":"International Conference on Intelligent Human Computer Interaction","volume":"812 ","pages":"295-309"},"PeriodicalIF":0.0,"publicationDate":"2024-01-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140479353","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Two-Systems Perspective for Computational Thinking 计算思维的双系统视角
International Conference on Intelligent Human Computer Interaction Pub Date : 2020-12-06 DOI: 10.1007/978-3-030-68449-5_1
Arvind W. Kiwelekar, Swanand Navandar, Dharmendra Yadav
{"title":"A Two-Systems Perspective for Computational Thinking","authors":"Arvind W. Kiwelekar, Swanand Navandar, Dharmendra Yadav","doi":"10.1007/978-3-030-68449-5_1","DOIUrl":"https://doi.org/10.1007/978-3-030-68449-5_1","url":null,"abstract":"","PeriodicalId":224881,"journal":{"name":"International Conference on Intelligent Human Computer Interaction","volume":"2 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-12-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123865961","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
The Commodity Ecology Mobile (CEM) Platform Illustrates Ten Design Points for Achieving a Deep Deliberation in Sustainable Development Goal #12 商品生态移动(CEM)平台阐述了实现可持续发展目标#12的十大设计要点
International Conference on Intelligent Human Computer Interaction Pub Date : 2020-11-24 DOI: 10.1007/978-3-030-68449-5_41
M. Whitaker
{"title":"The Commodity Ecology Mobile (CEM) Platform Illustrates Ten Design Points for Achieving a Deep Deliberation in Sustainable Development Goal #12","authors":"M. Whitaker","doi":"10.1007/978-3-030-68449-5_41","DOIUrl":"https://doi.org/10.1007/978-3-030-68449-5_41","url":null,"abstract":"","PeriodicalId":224881,"journal":{"name":"International Conference on Intelligent Human Computer Interaction","volume":"29 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-11-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123083436","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Authentication of Facial Images with Masks Using Periocular Biometrics 基于眼周生物识别技术的面具人脸图像认证
International Conference on Intelligent Human Computer Interaction Pub Date : 2020-11-24 DOI: 10.1007/978-3-030-68452-5_34
Na Yeon Han, S. W. Seong, Jihye Ryu, Hyeonsang Hwang, Jinoo Joung, J. Lee, E. Lee
{"title":"Authentication of Facial Images with Masks Using Periocular Biometrics","authors":"Na Yeon Han, S. W. Seong, Jihye Ryu, Hyeonsang Hwang, Jinoo Joung, J. Lee, E. Lee","doi":"10.1007/978-3-030-68452-5_34","DOIUrl":"https://doi.org/10.1007/978-3-030-68452-5_34","url":null,"abstract":"","PeriodicalId":224881,"journal":{"name":"International Conference on Intelligent Human Computer Interaction","volume":"234 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-11-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132695700","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
A Method for Localizing and Grasping Objects in a Picking Robot System Using Kinect Camera 一种基于Kinect摄像头的拾取机器人系统中物体定位与抓取方法
International Conference on Intelligent Human Computer Interaction Pub Date : 2020-11-24 DOI: 10.1007/978-3-030-68452-5_2
T. Nguyen, Trung Trong Nguyen, T. Tran
{"title":"A Method for Localizing and Grasping Objects in a Picking Robot System Using Kinect Camera","authors":"T. Nguyen, Trung Trong Nguyen, T. Tran","doi":"10.1007/978-3-030-68452-5_2","DOIUrl":"https://doi.org/10.1007/978-3-030-68452-5_2","url":null,"abstract":"","PeriodicalId":224881,"journal":{"name":"International Conference on Intelligent Human Computer Interaction","volume":"76 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-11-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117230733","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Virtual-Reality Training Under Varying Degrees of Task Difficulty in a Complex Search-and-Shoot Scenario 复杂搜索射击场景下不同任务难度下的虚拟现实训练
International Conference on Intelligent Human Computer Interaction Pub Date : 2019-12-12 DOI: 10.1007/978-3-030-44689-5_22
Akash K Rao, Jibraan Singh Chahal, Sushil Chandra, V. Dutt
{"title":"Virtual-Reality Training Under Varying Degrees of Task Difficulty in a Complex Search-and-Shoot Scenario","authors":"Akash K Rao, Jibraan Singh Chahal, Sushil Chandra, V. Dutt","doi":"10.1007/978-3-030-44689-5_22","DOIUrl":"https://doi.org/10.1007/978-3-030-44689-5_22","url":null,"abstract":"","PeriodicalId":224881,"journal":{"name":"International Conference on Intelligent Human Computer Interaction","volume":"2 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-12-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123590273","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 4
A Stacked Ensemble Approach to Bengali Sentiment Analysis 孟加拉语情感分析的堆叠集成方法
International Conference on Intelligent Human Computer Interaction Pub Date : 2019-12-12 DOI: 10.1007/978-3-030-44689-5_10
Kamal Sarkar
{"title":"A Stacked Ensemble Approach to Bengali Sentiment Analysis","authors":"Kamal Sarkar","doi":"10.1007/978-3-030-44689-5_10","DOIUrl":"https://doi.org/10.1007/978-3-030-44689-5_10","url":null,"abstract":"","PeriodicalId":224881,"journal":{"name":"International Conference on Intelligent Human Computer Interaction","volume":"50 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-12-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121881342","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 11
Quadrotor Modeling and a PID Control Approach 四旋翼建模和PID控制方法
International Conference on Intelligent Human Computer Interaction Pub Date : 2019-12-12 DOI: 10.1007/978-3-030-44689-5_25
R. CésarA.Cárdenas, V. Grisales, Carlos Andrés Collazos Morales, H. Cerón-Muñoz, Paola Ariza Colpas, Roger Caputo-Llanos
{"title":"Quadrotor Modeling and a PID Control Approach","authors":"R. CésarA.Cárdenas, V. Grisales, Carlos Andrés Collazos Morales, H. Cerón-Muñoz, Paola Ariza Colpas, Roger Caputo-Llanos","doi":"10.1007/978-3-030-44689-5_25","DOIUrl":"https://doi.org/10.1007/978-3-030-44689-5_25","url":null,"abstract":"","PeriodicalId":224881,"journal":{"name":"International Conference on Intelligent Human Computer Interaction","volume":"2 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-12-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129680160","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
Wavelet Transform Selection Method for Biological Signal Treatment 生物信号处理中的小波变换选择方法
International Conference on Intelligent Human Computer Interaction Pub Date : 2019-12-12 DOI: 10.1007/978-3-030-44689-5_3
Gonzalo Jiménez, Carlos Andrés Collazos Morales, Emiro de la Hoz Franco, Paola Ariza Colpas, Ramón Enrique Ramayo González, Adriana Maldonado-Franco
{"title":"Wavelet Transform Selection Method for Biological Signal Treatment","authors":"Gonzalo Jiménez, Carlos Andrés Collazos Morales, Emiro de la Hoz Franco, Paola Ariza Colpas, Ramón Enrique Ramayo González, Adriana Maldonado-Franco","doi":"10.1007/978-3-030-44689-5_3","DOIUrl":"https://doi.org/10.1007/978-3-030-44689-5_3","url":null,"abstract":"","PeriodicalId":224881,"journal":{"name":"International Conference on Intelligent Human Computer Interaction","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-12-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130526559","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Empirical Mode Decomposition Algorithms for Classification of Single-Channel EEG Manifesting McGurk Effect 具有McGurk效应的单通道脑电分类经验模态分解算法
International Conference on Intelligent Human Computer Interaction Pub Date : 2019-12-12 DOI: 10.1007/978-3-030-44689-5_5
Arup Kumar Pal, Dipanjan Roy, G. V. Kumar, B. Chatterjee, L. N. Sharma, A. Banerjee, C. N. Gupta
{"title":"Empirical Mode Decomposition Algorithms for Classification of Single-Channel EEG Manifesting McGurk Effect","authors":"Arup Kumar Pal, Dipanjan Roy, G. V. Kumar, B. Chatterjee, L. N. Sharma, A. Banerjee, C. N. Gupta","doi":"10.1007/978-3-030-44689-5_5","DOIUrl":"https://doi.org/10.1007/978-3-030-44689-5_5","url":null,"abstract":"","PeriodicalId":224881,"journal":{"name":"International Conference on Intelligent Human Computer Interaction","volume":"59 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-12-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128851456","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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