Open bogsnork opened 4 years ago
just for comparison, here are the anchor boxes:
tried on a different image IMG_5277.JPG
. Results weirdly similar:
here's the original:
and here's the category data (not sure what to do with that yet - here each row is a category and each column one of the predicted boxes):
1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | -2.6576245 | 0.720901 | -2.4703991 | -2.4697139 | -2.6673288 | -2.4908676 | -4.1900697 | -3.5933344 | -3.2643125 | 0.1989743 | -3.6465828 | -1.4398527 | -3.9662941 | -1.2429739 | -3.4317341 | -3.8586771 |
2 | -2.4476721 | 0.6699755 | -1.988427 | -2.4545503 | -3.6230259 | -3.2721114 | -5.9537339 | -3.8041289 | -3.4982708 | 0.7513393 | -4.6700459 | -1.2488853 | -4.7406759 | -2.1790991 | -3.8756328 | -3.6707659 |
3 | -3.4891288 | 0.7957496 | -2.7964506 | -2.1243987 | -3.7768252 | -3.745573 | -6.2914062 | -3.7237258 | -3.7066615 | -0.1773055 | -4.8743873 | -2.9995043 | -5.0195866 | -1.248244 | -4.4440703 | -3.293093 |
4 | -2.6713545 | -1.3565105 | -1.7522229 | -2.2344282 | -2.4206607 | -3.7672148 | -5.3083291 | -3.1559787 | -2.5743594 | -0.4980265 | -3.299016 | -1.726903 | -3.4194095 | -1.9385618 | -4.3818178 | -3.3290982 |
5 | -1.709641 | -4.479073 | -1.537339 | -3.338124 | -2.733212 | -2.359107 | -2.487501 | -4.577341 | -3.785969 | -3.12551 | -2.329768 | -2.381015 | -4.98749 | -1.814425 | -2.688732 | -4.279812 |
6 | -0.6444807 | -4.6194553 | -1.0441719 | -5.0564556 | -4.1754603 | -2.682678 | -3.0127704 | -5.8013854 | -4.5923166 | -3.8902793 | -2.6908679 | -3.0576975 | -6.4908276 | -2.6765194 | -3.0167985 | -5.6018734 |
7 | -1.67335 | -3.508452 | -1.8011 | -5.534197 | -4.555229 | -2.670511 | -3.477563 | -5.196805 | -4.357726 | -3.604756 | -2.688813 | -3.631128 | -5.742529 | -3.122596 | -3.531833 | -5.512052 |
8 | -2.226306 | -2.738025 | -1.340198 | -4.643236 | -2.726882 | -2.194148 | -4.038188 | -4.518083 | -3.548341 | -2.223344 | -2.403783 | -2.872507 | -4.440286 | -2.940116 | -3.957201 | -4.414614 |
9 | -1.744819 | -3.913663 | -2.262975 | -2.228824 | -3.950631 | -1.923197 | -3.959206 | -2.665083 | -4.104163 | -3.035345 | -2.361326 | -1.504393 | -5.930589 | -2.232353 | -4.688734 | -2.356803 |
10 | -1.727948 | -4.234204 | -2.610095 | -2.803639 | -5.121327 | -2.464097 | -4.748446 | -2.534284 | -5.358905 | -4.115765 | -3.839071 | -1.789604 | -8.577044 | -3.549651 | -6.378128 | -2.6422 |
11 | -2.718122 | -2.700369 | -3.188275 | -3.232731 | -5.133147 | -2.591612 | -4.90671 | -2.178105 | -5.399131 | -3.162152 | -4.310615 | -1.382178 | -7.276025 | -3.07964 | -5.677338 | -2.167989 |
12 | -3.53739 | -2.711634 | -3.098397 | -3.581429 | -4.028253 | -2.528322 | -4.194594 | -2.783182 | -4.754732 | -1.289836 | -3.264314 | -2.299094 | -5.05144 | -3.031725 | -4.172525 | -2.715627 |
13 | -0.8521778 | -3.6642287 | -2.618819 | -2.036942 | -2.181777 | -3.0534451 | -3.6948347 | -3.8888731 | -2.1426444 | -4.2437716 | -2.4831243 | -4.2648392 | -3.9815366 | -2.6849811 | -5.7798047 | 0.614148 |
14 | -0.6987083 | -4.4644327 | -2.6176829 | -1.2146751 | -2.2444088 | -4.5800686 | -4.6179867 | -4.3945193 | -2.7905688 | -6.2992907 | -4.1842318 | -4.6578212 | -5.4399314 | -4.7633595 | -7.3245997 | -0.2505685 |
15 | -1.5835626 | -3.7334182 | -2.5670626 | -0.6712587 | -2.2364891 | -4.6985307 | -4.7912002 | -4.2336745 | -3.2049768 | -4.9366083 | -4.0975924 | -4.5538058 | -4.8278227 | -3.8552139 | -6.679606 | 0.7590311 |
16 | -2.4645569 | -3.6901491 | -2.7036192 | -1.1206601 | -2.2247727 | -3.6328778 | -4.3955317 | -2.8306265 | -3.1186936 | -2.8298173 | -3.3242369 | -3.2794533 | -3.5709355 | -2.7204163 | -5.2103553 | 0.9650886 |
17 | -0.1751713 | -2.1240523 | -3.3570554 | -0.8627699 | -3.6038809 | -0.9347592 | -3.6932323 | -3.6966059 | -1.0159703 | -2.9198985 | -3.0872123 | -3.9126382 | -2.2768211 | -1.7526915 | -5.8884869 | -0.2186315 |
18 | -0.2252454 | -2.873369 | -4.4410233 | 0.1925575 | -4.2928457 | -2.047724 | -5.5510974 | -4.6088309 | -0.7075543 | -4.2921405 | -5.6142287 | -3.1972218 | -3.3206003 | -3.1953895 | -7.727623 | -2.1827643 |
19 | -0.7436264 | -2.3223732 | -4.5072823 | 0.2572052 | -5.2012281 | -2.6285393 | -6.6925817 | -4.402597 | -1.0112141 | -2.9595461 | -5.148313 | -2.8349295 | -2.8590033 | -2.2086318 | -7.2772341 | -1.5954362 |
20 | -1.9135754 | -3.0196133 | -4.0258965 | -0.8507061 | -3.7399938 | -2.4882643 | -6.2555699 | -3.2353313 | -1.2254838 | -3.2055087 | -4.1260033 | -2.4894123 | -2.5886323 | -2.16347 | -5.3907723 | 0.3694353 |
21 | 0.6090474 | -2.6442821 | -1.7018205 | -1.1354285 | -4.3062901 | -3.1682229 | -2.0765102 | -3.3064778 | 0.2018791 | -3.6085396 | -1.8570956 | -4.7929273 | -2.819319 | -3.3199174 | -3.1783495 | 0.6721443 |
22 | 1.702809572 | -2.80038619 | -2.750756264 | -0.67253691 | -5.582357883 | -4.160793304 | -2.814575672 | -5.286768436 | 1.16426456 | -5.047382832 | -2.744822025 | -4.47500658 | -4.641002655 | -3.321633816 | -4.074627399 | -0.004863638 |
23 | 1.7419114 | -3.1243217 | -2.7896788 | -0.2832289 | -5.9404392 | -4.2152538 | -3.1889331 | -4.7536597 | 1.1024667 | -5.9241519 | -2.7902908 | -4.8162775 | -3.2764363 | -3.6766338 | -3.5490603 | 0.1013819 |
24 | -0.1230824 | -2.204149 | -3.140631 | -1.8119252 | -4.1463609 | -3.0088375 | -3.3903942 | -3.514046 | 0.6843541 | -3.6985865 | -2.9283385 | -3.9983873 | -3.1672604 | -3.0933154 | -2.7455206 | 1.2411759 |
25 | 0.4274616 | -2.5015657 | -2.8501499 | -0.9077272 | -3.9840035 | -4.1776052 | -2.9339166 | -1.96592 | -0.3270414 | -3.1039114 | -1.8166908 | -2.2999759 | -2.791718 | -2.8447285 | -4.3071003 | 0.7116892 |
26 | 0.3442306 | -1.4973816 | -3.4988315 | -0.1200694 | -5.8315382 | -5.3471174 | -3.1422369 | -3.2876992 | -0.6695699 | -3.9494724 | -2.0662069 | -1.4787161 | -4.9488692 | -2.7535164 | -4.8260098 | 1.2069358 |
27 | 0.517786 | -1.9806632 | -3.6827996 | -0.2174785 | -5.7310882 | -5.4492249 | -3.692183 | -2.812067 | -1.2353026 | -5.7929702 | -3.6928737 | -1.8543425 | -3.5026886 | -2.8605285 | -4.3824701 | 1.1430233 |
28 | -1.0658915 | -0.9992662 | -3.4773605 | -1.5073165 | -4.6371346 | -4.2059212 | -2.8317335 | -2.7605386 | -0.4913309 | -3.8654361 | -2.3306627 | -2.6682658 | -3.4872868 | -2.9539924 | -3.8733389 | 1.5697103 |
ssd_20200223-1957 after 10 runs
OK, major breakthrough: box coordinates had been read in wrong. Now the pics make sense. Here's an example after 5 epochs training:
and here's one after 10 epochs:
result of output_image_print:
and after 40 epochs...
Here's an example of the 16 ground truth boxes selected by the matching logic (note white boxes are not a prediction but the selected gt boxes):
boxes still wrong