A SALIENCY-BASED RATE CONTROL FOR PEOPLE DETECTION IN VIDEO

被引:0
|
作者
Milani, Simone [1 ]
Bernardini, Riccardo [1 ]
Rinaldo, Roberto [1 ]
机构
[1] Univ Udine, DIEGM, I-33100 Udine, Italy
关键词
denoising; object detection; adaptive filtering; saliency map; HOG;
D O I
暂无
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Most of latest-generation multimedia systems are equipped with increasingly-effective object detection algorithms (e.g., intelligent video surveillance systems, augmented reality applications, sharing platforms for multimedia data, etc.). Unfortunately, images and video are usually available in compressed formats, which makes object detection more difficult because of the additional distortion noise. In this paper we show that it is possible to mitigate this problem by introducing a rate allocation algorithm that preserves important details for object identification algorithms. We propose a saliency map that identifies crucial elements for detectors. Then, we map saliency values to the value of the quantization parameter to be used by the video coder. Experimental results on HEVC coder show that the proposed rate control algorithm improves the accuracy with respect to the standard strategy.
引用
收藏
页码:2016 / 2020
页数:5
相关论文
共 50 条
  • [41] Saliency-based Discriminant Tracking
    Mahadevan, Vijay
    Vasconcelos, Nuno
    [J]. CVPR: 2009 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOLS 1-4, 2009, : 1007 - 1013
  • [42] A novel saliency-based method for ship detection in sar image
    Li, Tingpeng
    Zhong, Hua
    Yang, Meng
    [J]. Progress in Electromagnetics Research Letters, 2020, 91 : 9 - 16
  • [43] Saliency-based similarity measure
    Dominguez, Sergio
    [J]. REVISTA IBEROAMERICANA DE AUTOMATICA E INFORMATICA INDUSTRIAL, 2012, 9 (04): : 359 - 370
  • [44] Saliency-based relief generation
    Wang, Meili
    Guo, Shihui
    Zhang, Hongming
    He, Dongjian
    Chang, Jian
    Zhang, Jian J.
    [J]. IETE TECHNICAL REVIEW, 2013, 30 (06) : 454 - 460
  • [45] Saliency-based color image segmentation in foreign fiber detection
    Yang, Wenzhu
    Li, Daoliang
    Wang, Sile
    Lu, Sukui
    Yang, Jingwei
    [J]. MATHEMATICAL AND COMPUTER MODELLING, 2013, 58 (3-4) : 846 - 852
  • [46] Saliency-Based Automatic Target Detection in Remote Sensing Images
    Li, Wei
    Pan, Chunhong
    [J]. ADVANCED RESEARCH ON COMPUTER SCIENCE AND INFORMATION ENGINEERING, 2011, 153 : 327 - 333
  • [47] Saliency-Based Color Accessibility
    Tajima, Satohiro
    Komine, Kazuteru
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2015, 24 (03) : 1115 - 1126
  • [48] Saliency-Based Change Detection for Aerial and Remote Sensing Imageries
    Tan, Hui Li
    Lu, Shijian
    [J]. 2017 24TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2017, : 3730 - 3734
  • [49] VISUAL SALIENCY-BASED MOTION DETECTION TECHNIQUE FOR MOBILE ROBOTS
    Guo, Binghua
    Dai, Hongyue
    Li, Zhonghua
    [J]. INTERNATIONAL JOURNAL OF ROBOTICS & AUTOMATION, 2017, 32 (02): : 142 - 150
  • [50] A Saliency-Based Cascade Method for Fast Traffic Sign Detection
    Wang, Dongdong
    Yue, Shigang
    Xu, Jiawei
    Hou, Xinwen
    Liu, Cheng-Lin
    [J]. 2015 IEEE INTELLIGENT VEHICLES SYMPOSIUM (IV), 2015, : 180 - 185