Pilot
European
Image
Processing
Archive
The PCCV Project:
Benchmarking Vision Systems
Overview
Tutorials
Methodology
Case studies
Test datasets
Our image file format
HATE test harness
Information
General links
Conferences
Mailing lists
Research groups
Societies
Techniques (CVonline)
Software
Image databases
Other stuff
Linux on ThinkPad
By popular request, the original MIAS Database (digitised at 50 micron pixel edge) has been reduced to 200 micron pixel edge and clipped/padded so that every image is 1024 × 1024 pixels. You are free to use the database in your scientific research but you must abide by the licence agreement when using the imagery.
Credits
- Organiser:
- J Suckling
- Truth-Data:
- C R M Boggis and I Hutt
- Co-Workers:
- S Astley, D Betal, N Cerneaz, D R Dance, S-L Kok, J Parker, I Ricketts, J Savage, E Stamatakis and P Taylor
- Special Thanks:
- N Karrsemeijer
- PEIPA Maintainer:
- A Clark
- Reference:
- J Suckling et al (1994): The Mammographic Image Analysis Society Digital Mammogram Database Exerpta Medica. International Congress Series 1069 pp375-378.
Detailed Information
The follow list gives the films in the MIAS database and provides appropriate details as follows:
- 1st column:
- MIAS database reference number.
- 2nd column:
- Character of background tissue:
F Fatty G Fatty-glandular D Dense-glandular
- 3rd column:
- Class of abnormality present:
CALC Calcification CIRC Well-defined/circumscribed masses SPIC Spiculated masses MISC Other, ill-defined masses ARCH Architectural distortion ASYM Asymmetry NORM Normal
- 4th column:
- Severity of abnormality;
B Benign M Malignant
- 5th, 6th columns:
- x,y image-coordinates of centre of abnormality.
- 7th column:
- Approximate radius (in pixels) of a circle enclosing the abnormality.
There are also several things you should note:
- The list is arranged in pairs of films, where each pair represents the left (even filename numbers) and right mammograms (odd filename numbers) of a single patient.
- The size of all the images is 1024 pixels x 1024 pixels. The images have been centered in the matrix.
- When calcifications are present, centre locations and radii apply to clusters rather than individual calcifications. Coordinate system origin is the bottom-left corner.
- In some cases calcifications are widely distributed throughout the image rather than concentrated at a single site. In these cases centre locations and radii are inappropriate and have been omitted.
mdb001 G CIRC B 535 425 197 mdb002 G CIRC B 522 280 69 mdb003 D NORM mdb004 D NORM mdb005 F CIRC B 477 133 30 mdb005 F CIRC B 500 168 26 mdb006 F NORM mdb007 G NORM mdb008 G NORM mdb009 F NORM mdb010 F CIRC B 525 425 33 mdb011 F NORM mdb012 F CIRC B 471 458 40 mdb013 G MISC B 667 365 31 mdb014 G NORM mdb015 G CIRC B 595 864 68 mdb016 G NORM mdb017 G CIRC B 547 573 48 mdb018 G NORM mdb019 G CIRC B 653 477 49 mdb020 G NORM mdb021 G CIRC B 493 125 49 mdb022 G NORM mdb023 G CIRC M 538 681 29 mdb024 G NORM mdb025 F CIRC B 674 443 79 mdb026 F NORM mdb027 F NORM mdb028 F CIRC M 338 314 56 mdb029 G NORM mdb030 G MISC B 322 676 43 mdb031 G NORM mdb032 G MISC B 388 742 66 mdb033 D NORM mdb034 D NORM mdb035 D NORM mdb036 D NORM mdb037 D NORM mdb038 D NORM mdb039 D NORM mdb040 D NORM mdb041 G NORM mdb042 G NORM mdb043 G NORM mdb044 G NORM mdb045 G NORM mdb046 G NORM mdb047 G NORM mdb048 G NORM mdb049 G NORM mdb050 G NORM mdb051 G NORM mdb052 G NORM mdb053 D NORM mdb054 D NORM mdb055 G NORM mdb056 G NORM mdb057 D NORM mdb058 D MISC M 318 359 27 mdb059 F CIRC B mdb060 F NORM mdb061 D NORM mdb062 D NORM mdb063 D MISC B 546 463 33 mdb064 D NORM mdb065 D NORM mdb066 D NORM mdb067 D NORM mdb068 D NORM mdb069 F CIRC B 462 406 44 mdb070 F NORM mdb071 G NORM mdb072 G ASYM M 266 517 28 mdb073 G NORM mdb074 G NORM mdb075 F ASYM M 468 717 23 mdb076 F NORM mdb077 F NORM mdb078 F NORM mdb079 F NORM mdb080 F CIRC B 432 149 20 mdb081 G ASYM B 492 473 131 mdb082 G NORM mdb083 G ASYM B 544 194 38 mdb084 G NORM mdb085 G NORM mdb086 G NORM mdb087 F NORM mdb088 F NORM mdb089 G NORM mdb090 G ASYM M 510 547 49 mdb091 F CIRC B 680 494 20 mdb092 F ASYM M 423 662 43 mdb093 G NORM mdb094 G NORM mdb095 F ASYM M 466 517 29 mdb096 F NORM mdb097 F ASYM B 612 297 34 mdb098 F NORM mdb099 D ASYM B 714 340 23 mdb100 D NORM mdb101 D NORM mdb102 D ASYM M 415 460 38 mdb103 D NORM mdb104 D ASYM B 357 365 50 mdb105 D ASYM M 516 279 98 mdb106 D NORM mdb107 D ASYM B 600 621 111 mdb108 D NORM mdb109 D NORM mdb110 D ASYM M 190 427 51 mdb111 D ASYM M 505 575 107 mdb112 D NORM mdb113 G NORM mdb114 G NORM mdb115 G ARCH M 461 532 117 mdb116 G NORM mdb117 G ARCH M 480 576 84 mdb118 G NORM mdb119 G NORM mdb120 G ARCH M 423 262 79 mdb121 G ARCH B 492 434 87 mdb122 G NORM mdb123 G NORM mdb124 G ARCH M 366 620 33 mdb125 D ARCH M 700 552 60 mdb126 D ARCH B 191 549 23 mdb127 G ARCH B 523 551 48 mdb128 G NORM mdb129 D NORM mdb130 D ARCH M 220 552 28 mdb131 F NORM mdb132 F CIRC B 252 788 52 mdb132 F CIRC B 335 766 18 mdb133 F NORM mdb134 F MISC M 469 728 49 mdb135 F NORM mdb136 F NORM mdb137 D NORM mdb138 D NORM mdb139 F NORM mdb140 F NORM mdb141 F CIRC M 470 759 29 mdb142 F CIRC B 347 636 26 mdb143 F NORM mdb144 F MISC B 233 994 29 mdb144 F MISC M 313 540 27 mdb145 D SPIC B 669 543 49 mdb146 D NORM mdb147 F NORM mdb148 F SPIC M 326 607 174 mdb149 F NORM mdb150 F ARCH B 351 661 62 mdb151 F NORM mdb152 F ARCH B 675 486 48 mdb153 F NORM mdb154 F NORM mdb155 F ARCH M 448 480 95 mdb156 F NORM mdb157 F NORM mdb158 F ARCH M 540 565 88 mdb159 F NORM mdb160 F ARCH B 536 519 61 mdb161 D NORM mdb162 D NORM mdb163 D ARCH B 391 365 50 mdb164 D NORM mdb165 D ARCH B 537 490 42 mdb166 D NORM mdb167 F ARCH B 574 657 35 mdb168 F NORM mdb169 D NORM mdb170 D ARCH M 489 480 82 mdb171 D ARCH M 462 627 62 mdb172 D NORM mdb173 F NORM mdb174 F NORM mdb175 G SPIC B 592 670 33 mdb176 G NORM mdb177 G NORM mdb178 G SPIC M 492 600 70 mdb179 D SPIC M 600 514 67 mdb180 D NORM mdb181 G SPIC M 519 362 54 mdb182 G NORM mdb183 F NORM mdb184 F SPIC M 352 624 114 mdb185 G NORM mdb186 G SPIC M 403 524 47 mdb187 G NORM mdb188 G SPIC B 406 617 61 mdb189 G NORM mdb190 G SPIC B 512 621 31 mdb191 G SPIC B 594 516 41 mdb192 G NORM mdb193 D SPIC B 399 563 132 mdb194 D NORM mdb195 F SPIC B 725 129 26 mdb196 F NORM mdb197 D NORM mdb198 D SPIC B 568 612 93 mdb199 D SPIC B 641 177 31 mdb200 D NORM mdb201 D NORM mdb202 D SPIC M 557 772 37 mdb203 F NORM mdb204 F SPIC B 336 399 21 mdb205 F NORM mdb206 F SPIC M 368 200 17 mdb207 D SPIC B 571 564 19 mdb208 D NORM mdb209 G CALC M 647 503 87 mdb210 G NORM mdb211 G CALC M 680 327 13 mdb212 G NORM mdb213 G CALC M 547 520 45 mdb214 G NORM mdb215 D NORM mdb216 D CALC M *NOTE 3* mdb217 G NORM mdb218 G CALC B 519 629 8 mdb219 G CALC B 546 756 29 mdb220 G NORM mdb221 D NORM mdb222 D CALC B 398 427 17 mdb223 D CALC B 523 482 29 mdb223 D CALC B 591 529 6 mdb224 D NORM mdb225 D NORM mdb226 D CALC B 287 610 7 mdb226 D CALC B 329 550 25 mdb226 D CALC B 531 721 8 mdb227 G CALC B 504 467 9 mdb228 G NORM mdb229 F NORM mdb230 F NORM mdb231 F CALC M 603 538 44 mdb232 F NORM mdb233 G CALC M *NOTE 3* mdb234 G NORM mdb235 D NORM mdb236 D CALC B 276 824 14 mdb237 F NORM mdb238 F CALC M 522 553 17 mdb239 D CALC M 645 755 40 mdb239 D CALC M 567 808 25 mdb240 D CALC B 643 614 23 mdb241 D CALC M 453 678 38 mdb242 D NORM mdb243 D NORM mdb244 D CIRC B 466 567 52 mdb245 F CALC M *NOTE 3* mdb246 F NORM mdb247 F NORM mdb248 F CALC B 378 601 10 mdb249 D CALC M 544 508 48 mdb249 D CALC M 575 639 64 mdb250 D NORM mdb251 F NORM mdb252 F CALC B 439 367 23 mdb253 D CALC M 733 564 28 mdb254 D NORM mdb255 F NORM mdb256 F CALC M 400 484 37 mdb257 D NORM mdb258 D NORM mdb259 D NORM mdb260 D NORM mdb261 D NORM mdb262 D NORM mdb263 G NORM mdb264 G MISC M 596 431 36 mdb265 G MISC M 593 498 60 mdb266 G NORM mdb267 F MISC M 793 481 56 mdb268 F NORM mdb269 G NORM mdb270 G CIRC M 356 945 72 mdb271 F MISC M 784 270 68 mdb272 F NORM mdb273 F NORM mdb274 F MISC M 127 505 123 mdb275 G NORM mdb276 G NORM mdb277 G NORM mdb278 G NORM mdb279 G NORM mdb280 G NORM mdb281 D NORM mdb282 D NORM mdb283 D NORM mdb284 D NORM mdb285 D NORM mdb286 D NORM mdb287 D NORM mdb288 D NORM mdb289 D NORM mdb290 D CIRC B 337 353 45 mdb291 G NORM mdb292 G NORM mdb293 F NORM mdb294 F NORM mdb295 D NORM mdb296 D NORM mdb297 F NORM mdb298 F NORM mdb299 F NORM mdb300 F NORM mdb301 F NORM mdb302 F NORM mdb303 F NORM mdb304 F NORM mdb305 F NORM mdb306 F NORM mdb307 F NORM mdb308 F NORM mdb309 F NORM mdb310 F NORM mdb311 F NORM mdb312 F MISC B 240 263 20 mdb313 F NORM mdb314 F MISC B 518 191 39 mdb315 D CIRC B 516 447 93 mdb316 D NORM mdb317 D NORM mdb318 D NORM mdb319 D NORM mdb320 D NORM mdb321 D NORM mdb322 D NORM