{
  "_id": "6a1486e5acfb0bcc41d484a6",
  "Package": "rTLsDeep",
  "Type": "Package",
  "Title": "Post-Hurricane Damage Severity Classification from TLS and AI",
  "Version": "0.0.5",
  "Authors@R": "c(\nperson(\"Carine\", \"Klauberg\", email = \"carine_klauberg@hotmail.com\", role = c(\"aut\")),\nperson(\"Ricardo\", \"Dalagnol\", email = \"r.valbuena@bangor.ac.uk\", role = c(\"aut\",\"cph\")),\nperson(\"Matheus\", \"Ferreira\", email = \"\", role = c(\"aut\", \"ctb\")),\nperson(\"Jason\", \"Vogel\", email = \"\", role = c(\"aut\",\"ctb\")),\nperson(\"Caio\", \"Hamamura\", email = \"caiohamamura@gmail.com\", role = c(\"aut\", \"ctb\", \"cre\")),\nperson(\"Carlos Alberto\", \"Silva\", email = \"carlos_engflorestal@outlook.com\", role = c(\"aut\",\"cph\")))",
  "Description": "Terrestrial laser scanning (TLS) data processing and\npost-hurricane damage severity classification at the individual\ntree level using deep Learning. Further details were published\nin Klauberg et al. (2023) <doi:10.3390/rs15041165>.",
  "License": "GPL-3",
  "Encoding": "UTF-8",
  "RoxygenNote": "7.2.3",
  "URL": "https://github.com/carlos-alberto-silva/rTLsDeep",
  "BugReports": "https://github.com/carlos-alberto-silva/rTLsDeep/issues",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-05-25 17:23:45 UTC",
    "User": "root"
  },
  "Author": "Carine Klauberg [aut], Ricardo Dalagnol [aut, cph], Matheus\nFerreira [aut, ctb], Jason Vogel [aut, ctb], Caio Hamamura\n[aut, ctb, cre], Carlos Alberto Silva [aut, cph]",
  "Maintainer": "Caio Hamamura <caiohamamura@gmail.com>",
  "Repository": "https://cran.r-universe.dev",
  "Date/Publication": "2023-03-31 14:20:02 UTC",
  "RemoteUrl": "https://github.com/cran/rTLsDeep",
  "RemoteRef": "HEAD",
  "RemoteSha": "851d22b6597755a76208a5fbc9fa458d400da753",
  "MD5sum": "a9ff7cbddaccc969358c1ebc7d6df2de",
  "_user": "cran",
  "_type": "src",
  "_file": "rTLsDeep_0.0.5.tar.gz",
  "_fileid": "1b2eb0f9c49944bb7ea552fe5029edbdd21415d1ccc9539dfb169f646e6fd857",
  "_filesize": 1049192,
  "_sha256": "1b2eb0f9c49944bb7ea552fe5029edbdd21415d1ccc9539dfb169f646e6fd857",
  "_created": "2026-05-25T17:23:45.000Z",
  "_published": "2026-05-25T17:29:09.478Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 77748975471,
      "time": 258,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7202469707"
    },
    {
      "job": 77748975447,
      "time": 275,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7202472997"
    },
    {
      "job": 77748522079,
      "time": 248,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7202418613"
    },
    {
      "job": 77748975450,
      "time": 203,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7202458589"
    }
  ],
  "_buildurl": "https://github.com/r-universe/cran/actions/runs/26411757156",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/cran/rTLsDeep",
  "_commit": {
    "id": "851d22b6597755a76208a5fbc9fa458d400da753",
    "author": "Caio Hamamura <caiohamamura@gmail.com>",
    "committer": "cran-robot <csardi.gabor+cran@gmail.com>",
    "message": "version 0.0.5\n",
    "time": 1680272402
  },
  "_maintainer": {
    "name": "Caio Hamamura",
    "email": "caiohamamura@gmail.com",
    "login": "caiohamamura",
    "description": "IT Professor, data scientist, deep learning, lidar, remote sensing, geospatial analysis, biologist",
    "uuid": 3440255
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 3.5.0",
      "role": "Depends"
    },
    {
      "package": "caret",
      "role": "Imports"
    },
    {
      "package": "ggplot2",
      "role": "Imports"
    },
    {
      "package": "grDevices",
      "role": "Imports"
    },
    {
      "package": "lidR",
      "role": "Imports"
    },
    {
      "package": "keras",
      "role": "Imports"
    },
    {
      "package": "matrixStats",
      "role": "Imports"
    },
    {
      "package": "reticulate",
      "role": "Imports"
    },
    {
      "package": "rgl",
      "role": "Imports"
    },
    {
      "package": "sf",
      "role": "Imports"
    },
    {
      "package": "tensorflow",
      "role": "Imports"
    },
    {
      "package": "terra",
      "role": "Suggests"
    },
    {
      "package": "viridis",
      "role": "Suggests"
    }
  ],
  "_owner": "cran",
  "_selfowned": false,
  "_usedby": 0,
  "_updates": [],
  "_tags": [],
  "_stars": 0,
  "_contributors": [
    {
      "user": "caiohamamura",
      "count": 1,
      "uuid": 3440255
    }
  ],
  "_userbio": {
    "uuid": 6899542,
    "type": "organization",
    "name": "cran",
    "description": "Unofficial read-only mirror of all CRAN R packages"
  },
  "_downloads": {
    "count": 199,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/rTLsDeep"
  },
  "_devurl": "https://github.com/carlos-alberto-silva/rtlsdeep",
  "_searchresults": 0,
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/rTLsDeep.html",
    "manual.pdf"
  ],
  "_cranurl": false,
  "_releases": [
    {
      "version": "0.0.5",
      "date": "2023-03-31"
    }
  ],
  "_exports": [
    "confmatrix_treedamage",
    "fit_dl_model",
    "gcmplot",
    "get_best_angle",
    "get_dl_model",
    "get_validation_classes",
    "getTLS2D",
    "predict_treedamage",
    "tlsrotate3d"
  ],
  "_help": [
    {
      "page": "confmatrix_treedamage",
      "title": "Confusion matrix",
      "topics": [
        "confmatrix_treedamage"
      ]
    },
    {
      "page": "fit_dl_model",
      "title": "Fitting deep learning models for post-hurricane individual tree level damage classification",
      "topics": [
        "fit_dl_model"
      ]
    },
    {
      "page": "gcmplot",
      "title": "Plot confusion matrix",
      "topics": [
        "gcmplot"
      ]
    },
    {
      "page": "get_best_angle",
      "title": "Get best angle for plotting the tree",
      "topics": [
        "get_best_angle"
      ]
    },
    {
      "page": "get_dl_model",
      "title": "Selecting deep learning modeling approaches",
      "topics": [
        "get_dl_model"
      ]
    },
    {
      "page": "get_validation_classes",
      "title": "Tree-level damage classes for validation datasets",
      "topics": [
        "get_validation_classes"
      ]
    },
    {
      "page": "getMinBBox",
      "title": "Rotating calipers algorithm",
      "topics": [
        "getMinBBox"
      ]
    },
    {
      "page": "getTLS2D",
      "title": "Grid snapshot",
      "topics": [
        "getTLS2D"
      ]
    },
    {
      "page": "predict_treedamage",
      "title": "Predict post-hurricane individual tree level damage",
      "topics": [
        "predict_treedamage"
      ]
    },
    {
      "page": "rTLsDeep",
      "title": "rTLsDeep: Set of tools for post-hurricane individual tree-level damage classification from terrestrial laser scanning and deep learning.",
      "topics": [
        "rTLsDeep"
      ]
    },
    {
      "page": "tlsrotate3d",
      "title": "Rotate TLS-derived 3D Point Clouds",
      "topics": [
        "tlsrotate3d"
      ]
    }
  ],
  "_rundeps": [
    "abind",
    "backports",
    "base64enc",
    "BH",
    "bslib",
    "cachem",
    "caret",
    "class",
    "classInt",
    "cli",
    "clock",
    "codetools",
    "config",
    "cpp11",
    "data.table",
    "DBI",
    "diagram",
    "digest",
    "dplyr",
    "e1071",
    "evaluate",
    "farver",
    "fastmap",
    "fontawesome",
    "foreach",
    "fs",
    "future",
    "future.apply",
    "generics",
    "ggplot2",
    "globals",
    "glue",
    "gower",
    "gtable",
    "hardhat",
    "here",
    "highr",
    "htmltools",
    "htmlwidgets",
    "ipred",
    "isoband",
    "iterators",
    "jquerylib",
    "jsonlite",
    "keras",
    "KernSmooth",
    "knitr",
    "labeling",
    "lattice",
    "lava",
    "lazyeval",
    "lidR",
    "lifecycle",
    "listenv",
    "lubridate",
    "magrittr",
    "MASS",
    "Matrix",
    "matrixStats",
    "memoise",
    "mime",
    "ModelMetrics",
    "nlme",
    "nnet",
    "numDeriv",
    "parallelly",
    "pillar",
    "pkgconfig",
    "plyr",
    "png",
    "pROC",
    "processx",
    "prodlim",
    "progressr",
    "proxy",
    "ps",
    "purrr",
    "R6",
    "rappdirs",
    "RColorBrewer",
    "Rcpp",
    "RcppArmadillo",
    "RcppTOML",
    "recipes",
    "reshape2",
    "reticulate",
    "rgl",
    "rlang",
    "rlas",
    "rmarkdown",
    "rpart",
    "rprojroot",
    "rstudioapi",
    "s2",
    "S7",
    "sass",
    "scales",
    "sf",
    "shape",
    "sparsevctrs",
    "SQUAREM",
    "stars",
    "stringi",
    "stringr",
    "survival",
    "tensorflow",
    "terra",
    "tfautograph",
    "tfruns",
    "tibble",
    "tidyr",
    "tidyselect",
    "timechange",
    "timeDate",
    "tinytex",
    "tzdb",
    "units",
    "utf8",
    "vctrs",
    "viridisLite",
    "whisker",
    "withr",
    "wk",
    "xfun",
    "yaml",
    "zeallot"
  ],
  "_score": 1,
  "_indexed": true,
  "_nocasepkg": "rtlsdeep",
  "_universes": [
    "cran",
    "caiohamamura",
    "carlos-alberto-silva"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.0.5",
      "date": "2026-05-25T17:26:26.000Z",
      "distro": "noble",
      "commit": "851d22b6597755a76208a5fbc9fa458d400da753",
      "fileid": "74b18aa3440abb6ee602e95b26c316d06c10e7435997969130a494443e5311a1",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/26411757156"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "0.0.5",
      "date": "2026-05-25T17:26:40.000Z",
      "distro": "noble",
      "commit": "851d22b6597755a76208a5fbc9fa458d400da753",
      "fileid": "afacfe05ce4bb6ea1056b7b423b698610f11cd2dc87e338100ed80204283c075",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/26411757156"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.0.5",
      "date": "2026-05-25T17:27:38.000Z",
      "commit": "851d22b6597755a76208a5fbc9fa458d400da753",
      "fileid": "9bf024bea85cbf9b52f4f354a7f12c717ea1ddefd8589abd3a37c1f34974c9fc",
      "status": "success",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/26411757156"
    }
  ]
}