Lossless Compression of Event Camera Frames

被引:12
作者
Schiopu, Ionut [1 ]
Bilcu, Radu Ciprian [1 ]
机构
[1] Huawei Technol Oy Finland Co Ltd, Tampere Handset Camera Innovat Lab, Tampere 33720, Finland
关键词
Lossless coding; template context modelling; adaptive Markov modelling; event camera;
D O I
10.1109/LSP.2022.3196599
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
The letter introduces an efficient context-based lossless image codec for encoding event camera frames. The asynchronous events acquired by an event camera in a spatio-temporal neighborhood are collected by an Event Frame (EF). A more efficient way to store the event data is introduced, where up to eight EFs are represented as a pair of an event map image (EMI), containing the spatial information, and a vector, containing the polarity information. The proposed codec encodes the EMI using: (i) a binary map, which signals the positions where at least one event occurs in the EFs; (ii) the number of events for each signalled position; and (iii) their EF index. Template context modelling and adaptive Markov modelling are employed to encode these three types of data. The experimental evaluation for EFs generated at different time intervals demonstrates that the proposed method achieves an improved performance compared with both video coding standards, HEVC and VVC, and state-of-the-art lossless image coding methods, CALIC and FLIF. When all events are collected by EFs, a relative compression of up to 5.8 is achieved compared with the raw event encapsulation provided by the event camera.
引用
收藏
页码:1779 / 1783
页数:5
相关论文
共 50 条
  • [21] Event Camera Based Synthetic Aperture Imaging
    Yu L.
    Liao W.
    Zhou Y.-L.
    Yang W.
    Xia G.-S.
    Zidonghua Xuebao/Acta Automatica Sinica, 2023, 49 (07): : 1394 - 1406
  • [22] Efficient residual data coding in CABAC for HEVC lossless video compression
    Jung-Ah Choi
    Yo-Sung Ho
    Signal, Image and Video Processing, 2015, 9 : 1055 - 1066
  • [23] NOVEL MEDICAL VIDEO COMPRESSION METHODS OVER LOSSLESS HEVC CODER
    Chang, Yao-Jen
    Tsai, Pei-Hsuan
    Lin, Chun-Lung
    2017 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2017, : 1687 - 1691
  • [24] A context based adaptive arithmetic coding technique for lossless image compression
    Triantafyllidis, GA
    Strintzis, MG
    IEEE SIGNAL PROCESSING LETTERS, 1999, 6 (07) : 168 - 170
  • [25] Efficient residual data coding in CABAC for HEVC lossless video compression
    Choi, Jung-Ah
    Ho, Yo-Sung
    SIGNAL IMAGE AND VIDEO PROCESSING, 2015, 9 (05) : 1055 - 1066
  • [26] Monte Carlo Path Tracing and Statistical Event Detection for Event Camera Simulation
    Manabe, Yuichiro
    Yatagawa, Tatsuya
    Morishima, Shigeo
    Kubo, Hiroyuki
    2024 IEEE INTERNATIONAL CONFERENCE ON COMPUTATIONAL PHOTOGRAPHY, ICCP 2024, 2024,
  • [27] Lossless Image and Intra-Frame Compression With Integer-to-Integer DST
    Kamisli, Fatih
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2019, 29 (02) : 502 - 516
  • [28] Using contexts and R-R interval estimation in lossless ECG compression
    Giurcaneanu, CD
    Tabus, I
    Mereuta, S
    COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2002, 67 (03) : 177 - 186
  • [29] JOINT OPTIMIZATION OF THE PERCEPTUAL CORE AND LOSSLESS COMPRESSION LAYERS IN SCALABLE AUDIO CODING
    Ravelli, Emmanuel
    Melkote, Vinay
    Nanjundaswamy, Tejaswi
    Rose, Kenneth
    2010 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, 2010, : 365 - 368
  • [30] Multilevel Split Regression Wavelet Analysis for Lossless Compression of Remote Sensing Data
    Alvarez-Cortes, Sara
    Bartrina-Rapesta, Joan
    Serra-Sagrista, Joan
    IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2018, 15 (10) : 1540 - 1544