Multimodal Convolutional Neural Network for Object Detection Using RGB-D Images

被引:0
作者
Mocanu, Irina [1 ]
Clapon, Cosmin [1 ]
机构
[1] Univ Politehn Bucuresti, Comp Sci Dept, Bucharest, Romania
来源
2018 41ST INTERNATIONAL CONFERENCE ON TELECOMMUNICATIONS AND SIGNAL PROCESSING (TSP) | 2018年
基金
欧盟地平线“2020”;
关键词
object detection; convolutional neural network; RGB-D images;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper presents a new convolutional neural network architecture for performing object detection based on RGB-D images. The network is an extension of the Faster-RCNN network where we add an additional input network branch for processing the depth image. The network was evaluated on the SUN RGB-D dataset for object detection and we obtained a positive difference in mAP score of about 4%, compared to the original one.
引用
收藏
页码:307 / 310
页数:4
相关论文
共 50 条
  • [41] DDNet: Depth Dominant Network for Semantic Segmentation of RGB-D Images
    Rong, Peizhi
    SENSORS, 2024, 24 (21)
  • [42] DPANet: Depth Potentiality-Aware Gated Attention Network for RGB-D Salient Object Detection
    Chen, Zuyao
    Cong, Runmin
    Xu, Qianqian
    Huang, Qingming
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2021, 30 : 7012 - 7024
  • [43] Hybrid Knowledge Distillation Network for RGB-D Co-Salient Object Detection
    Tu, Zhangping
    Zhou, Wujie
    Qian, Xiaohong
    Yan, Weiqing
    IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2025, 55 (04): : 2695 - 2706
  • [44] RGB-D Salient Object Detection Using Saliency and Edge Reverse Attention
    Ikeda, Tomoki
    Ikehara, Masaaki
    IEEE ACCESS, 2023, 11 : 68818 - 68825
  • [45] TANet: Transformer-based asymmetric network for RGB-D salient object detection
    Liu, Chang
    Yang, Gang
    Wang, Shuo
    Wang, Hangxu
    Zhang, Yunhua
    Wang, Yutao
    IET COMPUTER VISION, 2023, 17 (04) : 415 - 430
  • [46] Cross-modality Discrepant Interaction Network for RGB-D Salient Object Detection
    Zhang, Chen
    Cong, Runmin
    Lin, Qinwei
    Ma, Lin
    Li, Feng
    Zhao, Yao
    Kwong, Sam
    PROCEEDINGS OF THE 29TH ACM INTERNATIONAL CONFERENCE ON MULTIMEDIA, MM 2021, 2021, : 2094 - 2102
  • [47] Modal-Adaptive Gated Recoding Network for RGB-D Salient Object Detection
    Zhu, Jinchao
    Zhang, Xiaoyu
    Fang, Xian
    Dong, Feng
    Qiu, Yu
    IEEE SIGNAL PROCESSING LETTERS, 2022, 29 : 359 - 363
  • [48] Moving Object Detection Using Adaptive Blind Update and RGB-D Camera
    Dorudian, Navid
    Lauria, Stanislao
    Swift, Stephen
    IEEE SENSORS JOURNAL, 2019, 19 (18) : 8191 - 8201
  • [49] Convolutional Neural Network Based Automatic Object Detection on Aerial Images
    Sevo, Igor
    Avramovic, Aleksej
    IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2016, 13 (05) : 740 - 744
  • [50] Object Detection In Infrared Images Using Convolutional Neural Networks
    Rao, P. Srinivasa
    Rani, Sushma N.
    Badal, Tapas
    Guptha, Suneeth Kumar
    JOURNAL OF INFORMATION ASSURANCE AND SECURITY, 2020, 15 (03): : 136 - 143