Coral Reef Mosaicking using Teardrop and Fast Image Labeling

被引:0
|
作者
James Corpuz, Francis [1 ,2 ]
Naval, Prospero, Jr. [2 ]
Capili, Eusebio, Jr. [3 ]
Jauod, Jaylord [3 ]
Judilla, Roel John [3 ]
Soriano, Maricor [1 ]
机构
[1] Univ Philippines Diliman, Natl Inst Phys, Instrumentat Phys Lab, Vis & Image Proc Grp, Quezon City, Philippines
[2] Univ Philippines Diliman, Engn Coll, Dept Comp Sci, Comp Vis & Machine Intelligence Grp, Quezon City, Philippines
[3] Mapua Inst Technol, Inst Lab Mgmt Off, Mapus Robot Ctr, Special Project Lab, Manila, Philippines
来源
关键词
image stitching; image mosaicing; fast image labeling; coral reef; sub-pixel estimation; optimal seam finding; underwater imaging; towed-imaging apparatus;
D O I
暂无
中图分类号
U6 [水路运输]; P75 [海洋工程];
学科分类号
0814 ; 081505 ; 0824 ; 082401 ;
摘要
In this paper, we present an inexpensive system for diverless video capture and fast image stitching of image frames for rapid reef assessment of shallow coral reefs. Our system has two main components: 1) Teardrop, a boat-towable, winged hull apparatus designed to house a commercial digital camera, and 2) a mosaicking algorithm to stitch the coral reef video into mosaics for further appreciation and analysis. The captured reef video is then separated into image frames which are to be stitched sequentially using Fast Image Labeling. The overlap between image frames is estimated using Single-Step DFT, an efficient sub-pixel estimation algorithm. The estimated overlap is used to compute for the area to be added to the mosaic space. The overlapping section between succeeding image-pairs are stitched along a seam determined by a minimal-cost path using dynamic programming. The visibility of the seam boundaries is further minimized by utilizing blending on multi-resolution splines. Experimental results on automated reef mosaics creation from actual coral reef video taken using Teardrop shows the performance of the system described. The main contribution of this work is the demonstration of a rapid reef visualization system using a diverless system and commercially available, non-research-grade imaging equipment.
引用
收藏
页数:6
相关论文
共 50 条
  • [41] Shifting reef restoration focus from coral survivorship to biodiversity using Reef Carpets
    Horoszowski-Fridman, Yael B.
    Izhaki, Ido
    Katz, Sefano M.
    Barkan, Ronen
    Rinkevich, Baruch
    COMMUNICATIONS BIOLOGY, 2024, 7 (01)
  • [42] Shifting reef restoration focus from coral survivorship to biodiversity using Reef Carpets
    Yael B. Horoszowski-Fridman
    Ido Izhaki
    Sefano M. Katz
    Ronen Barkan
    Baruch Rinkevich
    Communications Biology, 7
  • [43] Importance of mangroves, seagrass beds and the shallow coral reef as a nursery for important coral reef fishes, using a visual census technique
    Nagelkerken, I
    van der Velde, G
    Gorissen, MW
    Meijer, GJ
    van't Hof, T
    den Hartog, C
    ESTUARINE COASTAL AND SHELF SCIENCE, 2000, 51 (01) : 31 - 44
  • [44] Benthic Habitat Mapping Using High-Resolution Image Mosaicking
    Bagheri, Flamed
    Lecours, Vincent
    SEA TECHNOLOGY, 2012, 53 (10) : 15 - +
  • [45] Deep Learning Architecture based Multi Class Coral Reef Image Classification
    Balaji, Adithya
    Yogesh, S.
    Kalyaan, C. K.
    Narayanamoorthi, R.
    Gerard, Dooly
    Dhanalakshmi, Samiappan
    OCEANS 2023 - LIMERICK, 2023,
  • [46] A novel framework for real-time diseased coral reef image classification
    N. Ani Brown Mary
    Dejey Dharma
    Multimedia Tools and Applications, 2019, 78 : 11387 - 11425
  • [47] Borehole image-based evaluation of coral reef porosity distribution characteristics
    Wang, Jin-chao
    Wang, Chuan-ying
    Zhu, Chang-qi
    Hu, Sheng
    MARINE GEORESOURCES & GEOTECHNOLOGY, 2017, 35 (07) : 1008 - 1017
  • [48] A novel framework for real-time diseased coral reef image classification
    Mary, N. Ani Brown
    Dharma, Dejey
    MULTIMEDIA TOOLS AND APPLICATIONS, 2019, 78 (09) : 11387 - 11425
  • [49] Image stabilization and mosaicking using the overlapped basis optical flow field
    Srinivasan, S
    Chellappa, R
    INTERNATIONAL CONFERENCE ON IMAGE PROCESSING - PROCEEDINGS, VOL III, 1997, : 356 - 359
  • [50] ACCURATE SEMANTIC IMAGE LABELING BY FAST GEODESIC PROPAGATION
    Chen, Xiaowu
    Zhao, Dongyue
    Zhao, Yibiao
    Lin, Liang
    2009 16TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-6, 2009, : 4021 - 4024