Multimodal Deep Learning in Semantic Image Segmentation: A Review

被引:4
|
作者
Raman, Vishal [1 ]
Kumari, Madhu [1 ]
机构
[1] NIT Hamirpur, Hamirpur, Himachal Prades, India
关键词
Multimodal learning; semantic image segmentation; deep learning; NETWORKS;
D O I
10.1145/3291064.3291067
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In recent years, there has been a lot of research in the area of semantic image segmentation, which involves breaking down an image into its discrete components, such that humans can give meaning to its contents. From the humble beginnings of image search using human-provided captions, content-based image retrieval has come a long way. Yet, areas of research and improvement are far from diminishing. In this paper we will take a look at how multi-modal approaches to semantic image segmentation are setting the new standard in image search and retrieval.
引用
收藏
页码:7 / 11
页数:5
相关论文
共 50 条
  • [31] One research on image semantic segmentation algorithms in deep learning networks
    Lai, Shouliang
    Zhang, Yichen
    Wang, Meiyan
    BASIC & CLINICAL PHARMACOLOGY & TOXICOLOGY, 2019, 125 : 58 - 58
  • [32] Research on a medical image semantic segmentation algorithm based on deep learning
    Ai, Chen
    Song, Yifan
    Lv, Qi
    BASIC & CLINICAL PHARMACOLOGY & TOXICOLOGY, 2021, 128 : 184 - 184
  • [33] Realistic Evaluation of Deep Active Learning for Image Classification and Semantic Segmentation
    Mittal, Sudhanshu
    Niemeijer, Joshua
    Cicek, Oezguen
    Tatarchenko, Maxim
    Ehrhardt, Jan
    Schaefer, Joerg P.
    Handels, Heinz
    Brox, Thomas
    INTERNATIONAL JOURNAL OF COMPUTER VISION, 2025,
  • [34] Retraction Note: Medical image semantic segmentation based on deep learning
    Feng Jiang
    Aleksei Grigorev
    Seungmin Rho
    Zhihong Tian
    YunSheng Fu
    Worku Jifara
    Khan Adil
    Shaohui Liu
    Neural Computing and Applications, 2024, 36 (18) : 11057 - 11057
  • [35] Semantic Image Segmentation using Deep Learning for Low Illumination Environment
    Sakhamuri, Sridevi
    Kumar, K. Kiran
    INTERNATIONAL JOURNAL OF EARLY CHILDHOOD SPECIAL EDUCATION, 2022, 14 (03) : 2452 - 2461
  • [36] RETRACTED ARTICLE: Medical image semantic segmentation based on deep learning
    Feng Jiang
    Aleksei Grigorev
    Seungmin Rho
    Zhihong Tian
    YunSheng Fu
    Worku Jifara
    Khan Adil
    Shaohui Liu
    Neural Computing and Applications, 2018, 29 : 1257 - 1265
  • [37] Image Processing and Deep Learning Methods for the Semantic Segmentation of Blastocyst Structures
    Villota, Maria
    Ayensa-Jimenez, Jacobo
    Doblare, Manuel
    Heras, Jonathan
    ADVANCES IN ARTIFICIAL INTELLIGENCE, CAEPIA 2024, 2024, : 213 - 222
  • [38] A comprehensive review of deep learning for medical image segmentation
    Xia, Qingling
    Zheng, Hong
    Zou, Haonan
    Luo, Dinghao
    Tang, Hongan
    Li, Lingxiao
    Jiang, Bin
    NEUROCOMPUTING, 2025, 613
  • [39] Deep learning in image segmentation for mineral production: A review
    Liu, Yang
    Wang, Xueyi
    Zhang, Zelin
    Deng, Fang
    COMPUTERS & GEOSCIENCES, 2023, 180
  • [40] A Review of Optical and SAR Image Deep Feature Fusion in Semantic Segmentation
    Liu, Chenfang
    Sun, Yuli
    Xu, Yanjie
    Sun, Zhongzhen
    Zhang, Xianghui
    Lei, Lin
    Kuang, Gangyao
    IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2024, 17 : 12910 - 12930