Articles with "image annotation" as a keyword



Exploiting label semantic relatedness for unsupervised image annotation with large free vocabularies

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Published in 2019 at "Multimedia Tools and Applications"

DOI: 10.1007/s11042-019-7357-2

Abstract: Automatic Image Annotation (AIA) is the task of assigning keywords to images, with the aim to describe their visual content. Recently, an unsupervised approach has been used to tackle this task. Unsupervised AIA (UAIA) methods… read more here.

Keywords: uaia methods; semantic relatedness; image annotation; free vocabularies ... See more keywords
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A methodology for image annotation of human actions in videos

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Published in 2020 at "Multimedia Tools and Applications"

DOI: 10.1007/s11042-020-09091-2

Abstract: In the context of video-based image classification, image annotation plays a vital role in improving the image classification decision based on it’s semantics. Though, several methods have been introduced to adopt the image annotation such… read more here.

Keywords: proposed technique; methodology; image; image annotation ... See more keywords

Image annotation: the effects of content, lexicon and annotation method

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Published in 2020 at "International Journal of Multimedia Information Retrieval"

DOI: 10.1007/s13735-020-00193-z

Abstract: Image annotation is the process of assigning metadata to images, allowing effective retrieval by text-based search techniques. Despite the lots of efforts in automatic multimedia analysis, automatic semantic annotation of multimedia is still inefficient due… read more here.

Keywords: effects content; image; content lexicon; image annotation ... See more keywords

Automatic image annotation by combining generative and discriminant models

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Published in 2017 at "Neurocomputing"

DOI: 10.1016/j.neucom.2016.09.108

Abstract: Generative model based image annotation methods have achieved good annotation performance. However, due to the problem of semantic gap, these methods always suffer from the images with similar visual features but different semantics. It seems… read more here.

Keywords: image; image annotation; annotation; discriminant models ... See more keywords

AraTraditions10k bridging cultures with a comprehensive dataset for enhanced cross lingual image annotation retrieval and tagging

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Published in 2025 at "Scientific Reports"

DOI: 10.1038/s41598-025-02894-z

Abstract: The exponential growth of multimedia content in the digital age has necessitated the development of advanced cross-lingual systems capable of understanding and interpreting visual information across different languages. However, current efforts have predominantly been focused… read more here.

Keywords: dataset; annotation retrieval; lingual image; image annotation ... See more keywords

Trigraph Regularized Collective Matrix Tri-Factorization Framework on Multiview Features for Multilabel Image Annotation

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Published in 2019 at "IEEE Access"

DOI: 10.1109/access.2019.2950701

Abstract: Due to the explosive growth of image data, image annotation has been one of the most popular research directions in computer vision. It has been widely used in image retrieval, image analysis and understanding. Because… read more here.

Keywords: tri factorization; image annotation; annotation; image ... See more keywords

Automatic Image Annotation Based on Deep Learning Models: A Systematic Review and Future Challenges

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Published in 2021 at "IEEE Access"

DOI: 10.1109/access.2021.3068897

Abstract: Recently, much attention has been given to image annotation due to the massive increase in image data volume. One of the image retrieval methods which guarantees the retrieval of images in the same way as… read more here.

Keywords: based aia; image annotation; image; automatic image ... See more keywords

An Improved Automatic Image Annotation Approach Using Convolutional Neural Network-Slantlet Transform

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Published in 2022 at "IEEE Access"

DOI: 10.1109/access.2022.3140861

Abstract: Every day, websites and personal archives generate an increasing number of photographs. The extent of these archives is unfathomable. The ease of usage of these enormous digital image collections contributes to their popularity. However, not… read more here.

Keywords: image; image annotation; convolutional neural; neural network ... See more keywords

Automated Image Annotation With Novel Features Based on Deep ResNet50-SLT

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Published in 2023 at "IEEE Access"

DOI: 10.1109/access.2023.3266296

Abstract: Due to their vast size, the growing number of digital images found in personal archives and on websites has become unmanageable, making it challenging to retrieve images from these large databases accurately. While these collections… read more here.

Keywords: system; annotation; image annotation; resnet50 slt ... See more keywords

Image Annotation With YCbCr Color Features Based on Multiple Deep CNN- GLP

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Published in 2024 at "IEEE Access"

DOI: 10.1109/access.2023.3330765

Abstract: Digital image collections are becoming increasingly popular due to their ease of use. Still, the need for adequate indexing information makes it difficult for users to find the specific images they need. With the vast… read more here.

Keywords: based multiple; ycbcr color; image; image annotation ... See more keywords

Automatic Image Annotation for Human–Machine Interaction in Industrial IoT Flexible Manufacturing

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Published in 2025 at "IEEE Internet of Things Journal"

DOI: 10.1109/jiot.2024.3521046

Abstract: With the explosive growth in Industrial Internet of Things (IIoT) devices, the volume of multimedia data in the field of flexible manufacturing has also increased significantly in recent years, especially the vast amount of unlabelled… read more here.

Keywords: image; flexible manufacturing; image annotation; automatic image ... See more keywords