| BOORU CHARS dataset 2021 (Safebooru yande-re etc) 1280 px samples + metadata | |
| BOORU CHARS OPEN DATASET is an attempt to consolidate and arrange available character-centric SFW anime/CG/game art. | |
| It uses a localized format suited both for batch processing and visual estimation and contains sample images | |
| with reasonable quality and also tag and technical metadata. | |
| Here is some descriptive insight into data and process of creation as of torrent release (05.2021). | |
| More and improved info can be found at https://github.com/aperveyev/booru_processor (mostly russian). | |
| Earlier version of this dataset (2019, 512px) https://nyaa.si/view/1206322 | |
| The basis of this dataset are booru imageboards with images and database-like organized metadata. | |
| Wide user community fill boorus from pixiv, deviantart and other sources, tag and rate posts. | |
| There are several booru, biggest are 10+ years old and hosts lots of pictures: | |
| * safebooru.org - SFW art, basis of dataset (3.3 M posts as of 2021) | |
| * yande.re - high quality unique scans, incl NSFW (almost 0.8 M) | |
| * gelbooru.com - complete version of safebooru with NSFW (6+ M) | |
| * e-shuushuu.net - nice SFW resource, not very active last years (1 M) specific tagging | |
| * anime-pictures.net - good selection but not very big (0.7 M) some ecchi | |
| * konachan.com - wallpapers dedicated, with NSFW (0.32 M) | |
| * danbooru.donmai.us - classic booru, great community (4.5 M) some NSFW | |
| * zerochan.net - large (3.3 M) and unique, some ecchi | |
| * chan.sankakucomplex.com - biggest hentai resource (15+ M NSFW doujinshi only) with lots of art (~8 M) | |
| * theanimegallery.com, animepapers.net - RIP | |
| Using "bionus imgbrd grabber" (safebooru, yande-re, gelbooru, anime-pictures, konachan), other ready-to-use grabbers | |
| and also python (requests, BeautifulSoup, json, re, ...) for downloading some torrents created with minimal | |
| or none image transformations (root folder mentioned). | |
| e-shuushuu -1 | |
| e-shuushuu 2013 -2 | |
| e-shuushuu 2013s -3 | |
| e-shuushuu 2014 -4 joined into https://nyaa.si/view/513582 | |
| e-shuushuu 2015 - https://nyaa.si/view/771715 (also duplicates 2014) | |
| e-shuushuu 2016 -1 | |
| e-shuushuu 2017 -2 | |
| e-shuushuu 2018 -3 joined into https://www.acgnx.se/show-cceb3260269b5423cbd7f8d59f2c84531750923b.html | |
| e-shuushuu_2020 - https://nyaa.si/view/1323390 | |
| Safebooru 1280 -1 | |
| Safebooru 1280 b -2 | |
| Safebooru pages -3 joined into https://nyaa.si/view/719463 | |
| Safebooru 2M - https://nyaa.si/view/891391 | |
| Safebooru 2017 -1 | |
| Safebooru 2018 -2 joined into https://nyaa.si/view/1181364 | |
| Safebooru 2019 - https://nyaa.si/view/1202653 (actual composite rip sequence) | |
| Safebooru 2020a - https://nyaa.si/view/1227047 | |
| Safebooru 2020b - https://nyaa.si/view/1265063 | |
| Safebooru 2020c - https://nyaa.si/view/1291697 | |
| Safebooru 2020d - https://nyaa.si/view/1340980 | |
| Safebooru 2021a - https://nyaa.si/view/1376135 | |
| Sankaku 2013 wallsHD - https://rutracker.org/forum/viewtopic.php?t=4621394 | |
| Sankaku 2014 -1 | |
| Sankaku 2015 -2 | |
| Sankaku 2015b -3 joined into https://nyaa.si/view/750972 | |
| Sankaku 2016a -1 | |
| Sankaku 2016b -2 | |
| Sankaku 2016c -3 joined into https://nyaa.si/view/875411 | |
| zerochan_2014s - https://nyaa.si/view/1336359 (downsize to 1920 px, PNG -> JPG) | |
| zerochan_2016 - https://nyaa.si/view/1313832 | |
| zerochan-2017 - https://rutracker.org/forum/viewtopic.php?t=5478026 | |
| zerochan_2020 - https://nyaa.si/view/1304539 (600+ GB!, lots of PNG) | |
| There are always %booru% + %id% key in file name. | |
| Rutracker version of list is in the "readme_RU". | |
| You can find stats BCS_torr_stat.xls and listing BCS_torr.tsv (3.839.005 rows): | |
| TORR - root folder | |
| BOORU - imageboard | |
| FID - post ID | |
| SOURCEFILE - zip=folder name / file name | |
| most filenames are %website% - %id% - %copyright% ~ %characters% (%artist%) as of release date | |
| IMAGESIZE - WIDTHxHEIGHT | |
| FILESIZE - bytes | |
| IFMT - by EXIFTOOL | |
| FDATE - timestamp in release (not posting date) | |
| FMD5 - MD5 by FCIV in release (after PNG -> JPG 94% and other intrusions) | |
| ZPATH - torrent path as of rutracker version, often empty = zip is in torrent root | |
| Also there are some "wallpaper" releases with already processed pictures (complete rutracker list is in the "readme_RU") | |
| wallpapers - https://nyaa.si/view/710893 and https://nyaa.si/view/520283 | |
| portrait wallpapers - https://nyaa.si/view/745633 | |
| The next storage level is "main archive" - common set from all releases above (and not only) with | |
| - unique BOORU + FID | |
| - unique MD5 | |
| - antidupl.net deduplication up to ~4% similarity | |
| Main archive structure is by posting year (or release identificator) and aspect ratio : | |
| * 7x10 +/- 4% artbook pages | |
| * 3x4 +/- 10% wide pages | |
| * 1x1 +/- 20% squares | |
| * 3x2 +/- 40% landscape inct wallpapers | |
| * 2x3 +/- 40% tall pages, aspect name 1�2 used | |
| There are 48 "volumes" in total. The main archive is a direct source of dataset images. | |
| You can find summary BCS_arch_stat.xls and listing BCS_arch.tsv (1.952.491 rows): | |
| BOORU - imageboard | |
| FID - post_id | |
| FVOLUME - volume (e.g. v2020d.7x10) | |
| FILENAME - %website% - %id% - %copyright% ~ %characters% (%artist%) | |
| often file name is "better" than in initial torrent release | |
| lots of work done last years to parse metadata from boorus | |
| IMAGESIZE - WIDTHxHEIGHT | |
| FILESIZE - bytes | |
| JPEGQ - quality by EXIFTOOL | |
| FMD5 - MD5 by FCIV | |
| The BOORU CHARS dataset consists of 1.593.429 images (some filters applied over main archive): | |
| * samples with longer side 1280px (1024px for 1�1) | |
| for /d %%r in (D:\BC7\V2021A.7x10\*) do magick mogrify -path B:\BCT\V2021A.7x10 -verbose -thumbnail 1280x1280^ "%%r\*.jpg" | |
| * JPEG quality lowered to 95% from 98-100% | |
| magick mogrify -path B:\BCT\V2021A.7x10\#LSO -verbose -quality 94 "B:\BCT\V2021A.7x10\#LST\*.jpg" | |
| These are compromise settings. | |
| Images were re-volumed to 18 directories (again by aspect ratio and simplified chronology). | |
| Some statistics computed by ImageMagick | |
| magick identify -format """%%f"";%%d;%%@;%%[entropy];%%[skewness];%%[fx:mean];%%[fx:standard_deviation];%%k;" "file_name" >> "log" | |
| magick convert "file_name" -colorspace HCL -format "%%[fx:mean.g];%%[fx:maxima.g];" info: >> "log" | |
| magick convert "file_name" -edge 3 -format "%%[fx:mean]\n" info: >> "log" | |
| It's results used to reorder images by visual similarity into small (up to 1000) zip-folders Mxx (main list) and Rxx (reverse list). | |
| Also some tags places into EXIF-info | |
| exiftool -P -overwrite_original_in_place | |
| -EXIF:Copyright="copyright" -EXIF:Software="BOORU - FID" -EXIF:Artist="artist" | |
| -EXIF:Make="copyright [artist]" -EXIF:Model="character" "file_name" | |
| so Windows explorer or image viewers (e.g. Perfect Viewer for Android) can show it. | |
| Most valuable listing of dataset is BC_posts.tsv (1.593.429 rows): | |
| BOORU - imageboard | |
| FID - post id | |
| TORR_PATH - path: root / zip-archive | |
| TORR_FNAME - file name | |
| * info for samples, always JPG <1280 (<1024) | |
| TORR_FSIZE - bytes | |
| TORR_ISIZE - WIDTHxHEIGHT | |
| BOUNDBOX - frame by ImageMagick | |
| S_JQ - JPEG quality estimation | |
| R_ALL - rank inside volume "+" main rating (�xx) "-" reverse rating (Rxx) | |
| TENTR - enthropy | |
| R_ENTR - rank by enthropy ( "-" reverse list ) | |
| TSKEW - skewness | |
| TSTDDEV - standard deviation | |
| R_SDEV - rank by standard deviation | |
| TCOLORS - colors count | |
| R_COLOR - rank by colors count | |
| MEANG - mean grey channel | |
| R_MEANG - rank by mean grey | |
| EDGE - canny edge detector | |
| R_EDGE - rank by canny | |
| * info for initial (main archive) images, always JPG | |
| ORIG_FSIZE - bytes | |
| ORIG_ISIZE - WIDTHxHEIGHT | |
| ORIG_JQ - JPEG quality | |
| ORIG_MD5 - MD5 | |
| * initial booru info, sometimes empty or default | |
| POST_DT - posting date | |
| RATING - trating Safe / Questionable / Explicit (very exotic) / None (no info) | |
| SCORE - popularity @ booru if available | |
| FAVS - favorite count @ booru | |
| POST_EXT - original post extension | |
| POST_FSIZE - bytes @ booru if available and != ORIG_FSIZE | |
| POST_ISIZE - WIDTHxHEIGHT @ booru if available and != ORIG_ISIZE | |
| POST_MD5 - MD5 @ booru if available and != ORIG_MD5 | |
| * tags count by category (BC_tags.tsv) for post | |
| TAGS_COPYR - (copyright) | |
| TAGS_CHARS - (character) | |
| TAGS_ART - (artist) | |
| TAGS_GEN - (general) | |
| TAGS_ETC - (technical, others) | |
| Large listing BC_tags.tsv (35.222.997 rows) is about tag occurences: | |
| BOORU - imageboard | |
| FID - post id | |
| TAG_CAT - tag category as of DANBOORU notation (3=copyright, 4=character, 1=artist, 0=general, 5=others,undef) | |
| TAG - text tag @ booru | |
| TAG_ID - numeric tag as of DANBOORU notation (big work done for correlation and synonyms detection) | |
| DANB_TAG - DANBOORU text tag | |
| * for CAT in (0,1,5) DANBOORU-synonum for TAG if != TAG | |
| * for CAT in (3,4) DANBOORU-franchise (generalised copyright series) for TAG if != TAG | |
| Some stats - BC_tags_stat.xls (by volume, booru and cat), BC_tags_top.xls for frequently used tags. | |
| BOORU CHARS dataset can be used: | |
| - as visual summary for character-centric anime/CG/game art (can be viewed mobile, contains EXIF tags) | |
| - as source of specific image subsets | |
| for %%F in ("B:\BCT\2016-7x10\*.zip") do 7z x -r -o"d:\sortarea\" "%%F" *sword*art*online* | |
| xcopy /s B:\BCT\2016-7x10\*sword*art*online* d:\sortarea | |
| - (with tags and stats in database) as source for any SQL analysis and reordering making BAT-s (XCOPY, MOVE etc) | |
| select 'xcopy "B:\BCT\'||e.ipath||'\'||e.fname||'" d:\sortarea\ /Y' xc, | |
| d.booru, d.id, d.orig_tag tag_1, n.orig_tag tag_2 | |
| from bct_dt d | |
| join bct e on e.booru=d.booru and e.fid=d.id | |
| join bct_dt n on n.booru=d.booru and n.id=d.id and n.orig_tag in ('nude','naked') | |
| where d.orig_tag in ('loli') | |
| Additional descriptions for metadata and examples in this release | |
| BCI__readme.txt - about stats, ranking and X/Y diagrams | |
| BCN__readme.txt - about object detections (with notAI-tech NudeNet) and characters assembling | |