This is a R port to Pierluigi Ferrari's Python implementation of Single Shot Multibox Detector - SSD.
See how to use it for detecting eyes, nose and mouth on the LFW faces dataset in this blog post.
Or get the gist with train_ssd7_faces.R with the data zipped at lfw_faces_tagged.zip.
You should get quite good results, e.g.:
As said this is under construction though working at large. Only lightly tested on my Windows machine in which for example Python, Keras, Tensorflow are already installed. Other packages needed:
tidyverse, stringr, reticulate, magick
See sessionInfo():
sessionInfo()## Warning in readLines("~/sessionInfo_04122017.txt"): incomplete final line
## found on '~/sessionInfo_04122017.txt'
## R version 3.4.1 (2017-06-30)
## Platform: x86_64-w64-mingw32/x64 (64-bit)
## Running under: Windows 7 x64 (build 7601) Service Pack 1
##
## Matrix products: default
##
## locale:
## [1] LC_COLLATE=English_United States.1252 LC_CTYPE=English_United States.1252
## [3] LC_MONETARY=English_United States.1252 LC_NUMERIC=C
## [5] LC_TIME=English_United States.1252
##
## attached base packages:
## [1] stats graphics grDevices utils datasets methods base
##
## other attached packages:
## [1] bindrcpp_0.2 dplyr_0.7.2 purrr_0.2.3 readr_1.1.1 tidyr_0.6.3 tibble_1.3.3
## [7] ggplot2_2.2.1 tidyverse_1.1.1 magick_1.5 stringr_1.2.0 keras_2.0.9.9000
##
## loaded via a namespace (and not attached):
## [1] reticulate_1.3 reshape2_1.4.2 haven_1.1.0 lattice_0.20-35 colorspace_1.3-2
## [6] yaml_2.1.14 base64enc_0.1-3 rlang_0.1.1 foreign_0.8-69 glue_1.1.1
## [11] modelr_0.1.1 readxl_1.0.0 jpeg_0.1-8 bindr_0.1 plyr_1.8.4
## [16] tensorflow_1.4.1.9000 munsell_0.4.3 gtable_0.2.0 cellranger_1.1.0 rvest_0.3.2
## [21] psych_1.7.5 knitr_1.16 forcats_0.2.0 tfruns_1.0 parallel_3.4.1
## [26] broom_0.4.2 Rcpp_0.12.13 scales_0.5.0 jsonlite_1.5 mnormt_1.5-5
## [31] bmp_0.2 hms_0.3 png_0.1-7 stringi_1.1.5 animation_2.5
## [36] grid_3.4.1 tools_3.4.1 magrittr_1.5 lazyeval_0.2.0 whisker_0.3-2
## [41] readbitmap_0.1-4 pkgconfig_2.0.1 zeallot_0.0.6 xml2_1.1.1 lubridate_1.6.0
## [46] imager_0.40.2 assertthat_0.2.0 httr_1.2.1 R6_2.2.2 nlme_3.1-131
## [51] compiler_3.4.1