Video color enhancement using neural networks

被引:2
|
作者
Satyanarayana, S
Dalal, S
机构
[1] Philips Research, Briarcliff Manor
关键词
D O I
10.1109/76.499838
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
Television pictures are not always at their best color saturation settings, We propose an intelligent system that automatically adjusts the color saturation on a field-by-field basis, Incoming pictures are first classified into one of two categories, namely, facial tone and nonfacial tone images, then each category is subcategorized, Depending on the membership of the picture to each subcategory, color saturation changes are computed and used to modify the color saturation of the following field, The categorization is done by using neural network classifiers operating on the color difference signals, We describe the principles of the color correction scheme, its implementation using analog hardware and its interface to a television, Performance of the color adjustment technique implemented using real-time hardware in a television is discussed, Oversaturated and undersaturated pictures in both facial and nonfacial tone categories can be detected and corrected, The technique lends itself to low-cost analog implementations.
引用
收藏
页码:295 / 307
页数:13
相关论文
共 50 条
  • [1] VIDEO RESOLUTION ENHANCEMENT USING DEEP NEURAL NETWORKS AND INTENSITY BASED REGISTRATIONS
    Anbarjafari, Gholamreza
    INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2018, 14 (05): : 1969 - 1976
  • [2] VIDEO COLOR GRADING VIA DEEP NEURAL NETWORKS
    Gibbs, John L.
    IADIS-INTERNATIONAL JOURNAL ON COMPUTER SCIENCE AND INFORMATION SYSTEMS, 2018, 13 (02): : 1 - 15
  • [3] Color management using neural networks
    Usui, S
    Arai, Y
    Nakauchi, S
    PROGRESS IN CONNECTIONIST-BASED INFORMATION SYSTEMS, VOLS 1 AND 2, 1998, : 1141 - 1144
  • [4] Color conversion using neural networks
    Tominaga, S
    COLOR IMAGING: DEVICE-INDEPENDENT COLOR, COLOR HARDCOPY, AND GRAPHIC ARTS III, 1998, 3300 : 66 - 75
  • [5] Adaptive Video Enhancement Using Neural Network
    Lee, Hyung-Seung
    Park, Rae-Hong
    Kim, SungHee
    IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2009, 55 (03) : 1637 - 1644
  • [6] Video watermarking using neural networks
    Bhargavi Latha S.
    Venkata Reddy D.
    Damodaram A.
    International Journal of Information and Computer Security, 2021, 14 (01) : 40 - 59
  • [7] Adaptive Video Enhancement Using Neural Network
    Lee, Hyun-Seung
    Park, Rae-Hong
    Kim, Sung Hee
    2009 IEEE INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS, 2009, : 29 - 30
  • [8] Resolution enhancement of monochrome and color video using motion compensation
    Tom, BC
    Katsaggelos, AK
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2001, 10 (02) : 278 - 287
  • [9] Modelling of color scanners using neural networks
    Trussell, HJ
    Vrhel, MJ
    PROCEEDINGS OF THE IEEE-EURASIP WORKSHOP ON NONLINEAR SIGNAL AND IMAGE PROCESSING (NSIP'99), 1999, : 19 - 22
  • [10] Color calibration system using neural networks
    Shapu Giho/Sharp Technical Journal, 2000, (76): : 15 - 19