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语义分割yolov5 v4.0 baseline快速复现 快速跑通 图像分割 图像分类 重新训练，训练结果，测试结果，实验图片-20210227_yolov5语义分割

作者：不正经 | 2024-03-20 18:30:19

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yolov5语义分割

本机环境说明

操作系统版本

  1. :~$ cat /etc/*release
  2. DISTRIB_ID=Ubuntu
  3. DISTRIB_RELEASE=18.04
  4. DISTRIB_CODENAME=bionic
  5. DISTRIB_DESCRIPTION="Ubuntu 18.04.5 LTS"
  6. NAME="Ubuntu"
  7. VERSION="18.04.5 LTS (Bionic Beaver)"
  8. ID=ubuntu
  9. ID_LIKE=debian
  10. PRETTY_NAME="Ubuntu 18.04.5 LTS"
  11. VERSION_ID="18.04"
  12. HOME_URL="https://www.ubuntu.com/"
  13. SUPPORT_URL="https://help.ubuntu.com/"
  14. BUG_REPORT_URL="https://bugs.launchpad.net/ubuntu/"
  15. PRIVACY_POLICY_URL="https://www.ubuntu.com/legal/terms-and-policies/privacy-policy"
  16. VERSION_CODENAME=bionic
  17. UBUNTU_CODENAME=bionic

docker版本 

  1. :~$ sudo docker -v
  2. Docker version 19.03.6, build 369ce74a3c

英伟达 显卡驱动，用的是1070TI显卡 ，安装的最新的显卡驱动，下载地址：linux ubuntu18.04 英伟达驱动 实测能装上 识别1080ti 1070ti显卡 NVIDIA-Linux-x86_64-460.39.run

  1. $ nvidia-smi
  2. Sat Feb 27 12:29:48 2021       
  3. +-----------------------------------------------------------------------------+
  4. | NVIDIA-SMI 460.39       Driver Version: 460.39       CUDA Version: 11.2     |
  5. |-------------------------------+----------------------+----------------------+
  6. | GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |
  7. | Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |
  8. |                               |                      |               MIG M. |
  9. |===============================+======================+======================|
  10. |   0  GeForce GTX 107...  Off  | 00000000:82:00.0 Off |                  N/A |
  11. | 31%   33C    P0    33W / 180W |      0MiB /  8119MiB |      0%      Default |
  12. |                               |                      |                  N/A |
  13. +-------------------------------+----------------------+----------------------+
  14.                                                                                
  15. +-----------------------------------------------------------------------------+
  16. | Processes:                                                                  |
  17. |  GPU   GI   CI        PID   Type   Process name                  GPU Memory |
  18. |        ID   ID                                                   Usage      |
  19. |=============================================================================|
  20. |  No running processes found                                                 |
  21. +-----------------------------------------------------------------------------+

 

拉取 yolov5 docker

sudo docker pull ultralytics/yolov5:latest

官方给的v4.0版本的docker 镜像有14.5GB，下载比较慢，这里save为文件，放到云盘上，可以云盘下载：https://download.csdn.net/download/jrckkyy/15506644

执行训练

 

python train.py  # train a model

 

1070ti的显卡训练了大概半小时，训练出来的模型有14MB，下载地址：yolov5 v4.0 gpu上训练出来的模型文件

以下是在训练集上的模型情况

confusion_matrix：

F1_curve： 

labels：

 labels_correlogram：

P_curve：

PR_curve：

R_curve：

results：

results.txt：

  1.      0/299     3.14G   0.04221   0.06901   0.01905    0.1303       224       640    0.6394    0.6359    0.6584    0.4275   0.04035   0.03989     0.013
  2.      1/299     7.29G   0.04326   0.06878   0.01851    0.1305       201       640    0.6511    0.6287    0.6607      0.43   0.04026   0.03975   0.01282
  3.      2/299     7.29G   0.04504   0.07204   0.02104    0.1381       202       640    0.6707    0.6177    0.6656    0.4331   0.04013   0.03949   0.01253
  4.      3/299     7.29G   0.04442    0.0598   0.01988    0.1241       167       640    0.6872    0.5993    0.6694    0.4401   0.03994   0.03921   0.01222
  5.      4/299     7.29G   0.04183   0.06829   0.01858    0.1287       180       640    0.6769    0.6396     0.675    0.4454   0.03977   0.03895   0.01183
  6.      5/299     7.29G   0.04102   0.06269   0.01859    0.1223       149       640    0.6666    0.6668    0.6881    0.4533   0.03955   0.03863   0.01149
  7.      6/299     7.29G   0.03948   0.05808   0.01729    0.1148       148       640    0.6747    0.6606    0.6936    0.4588   0.03934   0.03823   0.01101
  8.      7/299     7.29G   0.04438   0.06659   0.01737    0.1283       167       640     0.673    0.6778    0.7018    0.4667   0.03891   0.03779   0.01059
  9.      8/299     7.29G   0.04151   0.06364   0.01735    0.1225       179       640    0.6779    0.6906    0.7119    0.4789   0.03871   0.03748   0.01018
  10.      9/299     7.29G   0.04107   0.06079   0.01604    0.1179       157       640    0.7219    0.6833    0.7186    0.4809   0.03831    0.0371  0.009711
  11.     10/299     7.29G   0.04216   0.06389   0.01584    0.1219       241       640    0.7511    0.6799    0.7288    0.4864   0.03811   0.03652  0.009376
  12.     11/299     7.29G   0.04231   0.06584   0.01551    0.1237       166       640    0.7185    0.7019    0.7311    0.4899   0.03788    0.0361  0.008995
  13.     12/299     7.29G   0.03947   0.05527   0.01483    0.1096       232       640    0.7438    0.6995    0.7308    0.4978   0.03756    0.0356  0.008597
  14.     13/299     7.29G   0.03989   0.06301   0.01423    0.1171       327       640    0.7542    0.7036    0.7422    0.5015   0.03729   0.03525  0.008315
  15.     14/299     7.29G   0.04208   0.06374   0.01379    0.1196       199       640     0.774    0.6955    0.7533    0.5099    0.0371   0.03496  0.007893
  16.     15/299     7.29G   0.04047   0.05966   0.01482    0.1149       193       640     0.788    0.6976    0.7728    0.5215   0.03683   0.03433  0.007487
  17.     16/299     7.29G   0.04192   0.05838   0.01384    0.1141       269       640    0.7714    0.7275    0.7849    0.5284   0.03649   0.03367  0.007193
  18.     17/299     7.29G   0.04189   0.06223   0.01248    0.1166       193       640    0.7777    0.7378    0.7946    0.5415   0.03621   0.03313  0.006977
  19.     18/299     7.29G   0.04028   0.05222   0.01295    0.1054       164       640    0.7811    0.7424    0.8004    0.5492   0.03586   0.03268  0.006865
  20.     19/299     7.29G   0.03912   0.05615   0.01326    0.1085       187       640    0.7821    0.7476    0.8045    0.5558   0.03582   0.03241  0.006594
  21.     20/299     7.29G   0.04058   0.05669    0.0121    0.1094       147       640    0.7994    0.7507    0.8138    0.5601   0.03563   0.03225  0.006341
  22.     21/299     7.29G   0.04068   0.05944   0.01217    0.1123       205       640    0.8233    0.7261    0.8181     0.551   0.03613   0.03222  0.006122
  23.     22/299     7.29G   0.04007   0.05429   0.01287    0.1072       159       640     0.833    0.7333    0.8234    0.5561   0.03609    0.0318  0.005945
  24.     23/299     7.29G   0.03986   0.05794   0.01224      0.11       212       640    0.8461    0.7322     0.828    0.5697    0.0353   0.03122  0.005799
  25.     24/299     7.29G   0.03777   0.05439   0.01032    0.1025       161       640    0.8608    0.7297    0.8304    0.5723   0.03532   0.03098  0.005634
  26.     25/299     7.29G   0.03777   0.05334   0.01215    0.1033       219       640    0.7979    0.7771    0.8344    0.5692   0.03543   0.03054   0.00552
  27.     26/299     7.29G   0.03875   0.04892   0.01089   0.09857       238       640    0.8307    0.7729    0.8421    0.5791   0.03581   0.03027  0.005413
  28.     27/299     7.29G   0.04055   0.05575   0.01186    0.1082       277       640     0.835    0.7725    0.8467    0.5794   0.03537   0.02977  0.005316
  29.     28/299     7.29G   0.04001    0.0515   0.01125    0.1028       171       640    0.8434    0.7715    0.8495    0.5777   0.03509   0.02955   0.00528
  30.     29/299     7.29G   0.03921   0.05212   0.01067     0.102       248       640    0.8339    0.7924    0.8551    0.5901    0.0349   0.02952  0.005266
  31.     30/299     7.29G   0.03888   0.04995   0.01139    0.1002       194       640    0.8427    0.7903    0.8589    0.5903   0.03518   0.02925  0.005102
  32.     31/299     7.29G   0.03797   0.05105   0.01014   0.09915       256       640    0.8274    0.7959    0.8589    0.5884    0.0352   0.02899  0.005048
  33.     32/299     7.29G   0.03968   0.05574  0.009101    0.1045       266       640    0.8341    0.7978    0.8699    0.5986   0.03514   0.02889  0.004957
  34.     33/299     7.29G   0.03948   0.05262   0.01021    0.1023       194       640    0.8421    0.8023    0.8747    0.6049   0.03391   0.02835  0.004891
  35.     34/299     7.29G   0.03933   0.05354   0.01005    0.1029       219       640    0.8176    0.8103    0.8695    0.6146    0.0342   0.02794  0.004779
  36.     35/299     7.29G   0.04015     0.048    0.0104   0.09856       190       640    0.8666    0.7733    0.8672    0.5888    0.0353   0.02806  0.004727
  37.     36/299     7.29G   0.03946   0.05589  0.009319    0.1047       225       640    0.8648    0.7857      0.87    0.6044   0.03513   0.02775   0.00461
  38.     37/299     7.29G   0.03752    0.0512  0.009165   0.09788       158       640    0.8789    0.7888    0.8776    0.5988   0.03537   0.02748  0.004478
  39.     38/299     7.29G   0.04015   0.04931   0.00986   0.09932       230       640    0.8825    0.7946    0.8811     0.624   0.03431   0.02758  0.004534
  40.     39/299     7.29G   0.03947   0.05158  0.008055   0.09911       237       640    0.9036    0.7819    0.8807    0.5986   0.03544   0.02732  0.004481
  41.     40/299     7.29G   0.03936   0.04516  0.008808   0.09333       222       640    0.7894    0.8485    0.8795    0.5882   0.03688   0.02712   0.00442
  42.     41/299     7.29G   0.03994   0.04109   0.01042   0.09145       175       640    0.8253    0.8347    0.8855    0.6124   0.03463   0.02717  0.004451
  43.     42/299     7.29G    0.0398   0.04884  0.008737   0.09738       209       640    0.8341     0.842    0.8887    0.5977   0.03551   0.02725  0.004442
  44.     43/299     7.29G   0.03802   0.04757  0.008372   0.09396       206       640    0.8663    0.8453    0.8964    0.6274   0.03369   0.02687  0.004437
  45.     44/299     7.29G   0.04118   0.05036  0.009046    0.1006       206       640    0.8858    0.8206     0.889    0.6174   0.03344   0.02627  0.004451
  46.     45/299     7.29G   0.03698   0.04471  0.008025   0.08972       128       640    0.8861    0.8212    0.8953    0.6268   0.03309   0.02596  0.004385
  47.     46/299     7.29G   0.03817   0.04824  0.008993   0.09541       176       640    0.8668    0.8342    0.8977    0.6105   0.03413   0.02642  0.004323
  48.     47/299     7.29G   0.03957   0.04956  0.008625   0.09776       217       640    0.8636    0.8323    0.8891    0.6337   0.03297   0.02596  0.004205
  49.     48/299     7.29G   0.03824   0.04163  0.008975   0.08884       207       640    0.8894    0.8107    0.8923    0.6265   0.03372   0.02595  0.004196
  50.     49/299     7.29G   0.03714   0.04355  0.007808   0.08849       152       640    0.8356    0.8146    0.8823     0.605   0.03414   0.02543  0.004197
  51.     50/299     7.29G   0.03693   0.04755  0.008574   0.09306       238       640     0.909    0.8034    0.9007     0.626     0.033    0.0254  0.004223
  52.     51/299     7.29G   0.03959   0.04554  0.009768    0.0949       252       640    0.8855    0.8235    0.9005    0.6259   0.03379   0.02509  0.004196
  53.     52/299     7.29G   0.03841   0.04957  0.008232   0.09622       214       640    0.8956    0.8232    0.9042     0.643   0.03334   0.02516  0.004134
  54.     53/299     7.29G   0.03748   0.04446  0.007956    0.0899       188       640    0.8711    0.8364    0.9009    0.6241   0.03293   0.02538  0.004169
  55.     54/299     7.29G   0.03794   0.04938  0.008053   0.09537       266       640    0.8964    0.8253    0.9086    0.6411   0.03378   0.02535  0.004242
  56.     55/299     7.29G   0.04017     0.049  0.008456   0.09763       198       640    0.8707    0.8578    0.9048    0.6117   0.03507   0.02504  0.004179
  57.     56/299     7.29G   0.03683   0.04668  0.008694    0.0922       200       640    0.8808    0.8578    0.9088    0.6374   0.03333   0.02483  0.004165
  58.     57/299     7.29G   0.03625    0.0437  0.007899   0.08784       194       640    0.9213     0.841     0.911    0.6494   0.03257   0.02441  0.004054
  59.     58/299     7.29G   0.03727   0.04554  0.007871   0.09068       186       640    0.8617    0.8495    0.8971    0.6479   0.03376   0.02473  0.003996
  60.     59/299     7.29G    0.0378   0.04483  0.007724   0.09035       189       640    0.9072     0.849    0.9178    0.6652   0.03232   0.02418  0.003981
  61.     60/299     7.29G   0.03697   0.04161  0.007517    0.0861       222       640    0.8684    0.8495      0.91    0.6239   0.03488   0.02485  0.003953
  62.     61/299     7.29G   0.03703   0.04916  0.007413    0.0936       158       640    0.9216    0.8364    0.9225    0.6754   0.03126   0.02415  0.003995
  63.     62/299     7.29G   0.03513   0.04447  0.008153   0.08776       220       640     0.888     0.851    0.9205    0.6758   0.03158   0.02389  0.003955
  64.     63/299     7.29G   0.03883   0.04642  0.008144    0.0934       137       640    0.7365    0.8277     0.846      0.51   0.04519   0.02547  0.003861
  65.     64/299     7.29G   0.04342   0.04607  0.007597   0.09708       245       640    0.8849    0.8367    0.9181    0.6308   0.03373     0.024  0.004177
  66.     65/299     7.29G    0.0428   0.04367   0.00829   0.09477       131       640    0.8547    0.8552    0.9048    0.6224   0.03605   0.02415  0.004364
  67.     66/299     7.29G   0.04129   0.03882  0.007307   0.08742       134       640    0.8102    0.8656    0.8901     0.611   0.03504   0.02396  0.004578
  68.     67/299     7.29G    0.0391   0.04487  0.007629    0.0916       306       640      0.91     0.827    0.9224    0.6566   0.03223    0.0238  0.004573
  69.     68/299     7.29G   0.04339   0.04455  0.008419   0.09635       264       640    0.8401    0.8316    0.8918    0.5686   0.04218   0.02472  0.004529
  70.     69/299     7.29G   0.04586   0.04151  0.007425    0.0948       150       640    0.8865     0.828      0.91    0.6351   0.03512    0.0241  0.004654
  71.     70/299     7.29G   0.03699   0.04183  0.008652   0.08747       228       640    0.9346    0.8373    0.9257    0.6655   0.03191   0.02385  0.004651
  72.     71/299     7.29G   0.03911   0.04588  0.008276   0.09327       184       640    0.9228    0.8306    0.9201    0.6638   0.03258   0.02436  0.004598
  73.     72/299     7.29G   0.03778   0.04015  0.008022   0.08595       114       640    0.9277    0.8265    0.9191    0.6612   0.03371   0.02415  0.004659
  74.     73/299     7.29G   0.03763   0.04473  0.007683   0.09005       152       640    0.8557    0.8437    0.8942    0.5783   0.03705   0.02413  0.004459
  75.     74/299     7.29G   0.04254   0.04227  0.007656   0.09246       164       640     0.916    0.8313     0.921    0.6255   0.03558   0.02406  0.004661
  76.     75/299     7.29G   0.03779   0.04059   0.00759   0.08597       176       640    0.8792     0.849    0.9155    0.6148   0.03557   0.02382  0.004669
  77.     76/299     7.29G   0.03886    0.0441  0.008347   0.09131       182       640    0.8481    0.8435    0.8922    0.5687   0.04104   0.02454  0.004506
  78.     77/299     7.29G   0.04252   0.04596  0.008512   0.09699       179       640    0.9093    0.8521    0.9204    0.6446   0.03391     0.024  0.004588
  79.     78/299     7.29G   0.04041   0.04368  0.007471   0.09157       159       640     0.908    0.8342    0.9104    0.6101   0.03457   0.02422  0.004556
  80.     79/299     7.29G   0.03826   0.04365   0.00834   0.09025       180       640    0.9162    0.8284    0.9152    0.6285   0.03663   0.02423   0.00446
  81.     80/299     7.29G   0.04243   0.04265  0.008363   0.09344       185       640    0.9309    0.8401    0.9299    0.6473   0.03479   0.02432   0.00452
  82.     81/299     7.29G   0.03956   0.03934  0.008483   0.08738       140       640    0.8999    0.8459    0.9214    0.6367   0.03349   0.02388  0.004608
  83.     82/299     7.29G   0.03714   0.04261  0.008421   0.08818       229       640    0.9117    0.8451    0.9215    0.6577   0.03259    0.0233  0.004505
  84.     83/299     7.29G   0.03793    0.0408  0.007617   0.08634       175       640     0.889    0.8748    0.9249    0.6578   0.03395   0.02358  0.004349
  85.     84/299     7.29G   0.03767   0.04411  0.007945   0.08973       142       640    0.8582    0.8313    0.8975    0.6059   0.03647   0.02374  0.004209
  86.     85/299     7.29G   0.03958   0.04283  0.008479   0.09089       139       640    0.8838    0.8243    0.9069    0.5984   0.03697   0.02369  0.004233
  87.     86/299     7.29G   0.04154   0.04453  0.007602   0.09367       197       640    0.8821    0.8333    0.9107    0.6127   0.03494   0.02343  0.004341
  88.     87/299     7.29G   0.03991   0.04162  0.007469     0.089       150       640    0.8662    0.8628    0.9216    0.6394    0.0331   0.02351  0.004436
  89.     88/299     7.29G   0.03681   0.04646  0.007703   0.09097       152       640    0.8974    0.8734    0.9335    0.6211   0.03368   0.02368  0.004381
  90.     89/299     7.29G   0.04286   0.04352   0.00803   0.09441       210       640    0.8623    0.8938    0.9358    0.6302   0.03522   0.02333  0.004477
  91.     90/299     7.29G   0.04041   0.04246  0.007408   0.09028       168       640    0.8787    0.8577     0.931    0.6183   0.03399   0.02331  0.004557
  92.     91/299     7.29G   0.03822   0.04059  0.007909   0.08672       205       640    0.8904    0.8563    0.9224    0.6348   0.03522   0.02306  0.004521
  93.     92/299     7.29G   0.04154   0.04561  0.007773   0.09492       250       640    0.8946    0.8673    0.9249    0.6123   0.03544    0.0237  0.004548
  94.     93/299     7.29G   0.03938   0.04036  0.006807   0.08655       184       640    0.8841    0.8858    0.9386    0.6364   0.03306    0.0231  0.004623
  95.     94/299     7.29G    0.0381   0.04154  0.008094   0.08774       155       640    0.8544    0.8803    0.9295    0.6093   0.03532   0.02361  0.004608
  96.     95/299     7.29G   0.04456   0.04314  0.007531   0.09523       240       640    0.8508    0.8632    0.9171     0.605   0.03634   0.02332  0.004574
  97.     96/299     7.29G   0.04004   0.04298  0.006743   0.08976       151       640    0.8752    0.8667    0.9366    0.6514   0.03361   0.02293  0.004711
  98.     97/299     7.29G   0.03764    0.0452  0.008464   0.09131       195       640    0.8645    0.8665    0.9268    0.6395   0.03443   0.02346  0.004617
  99.     98/299     7.29G    0.0428    0.0422  0.007927   0.09293       171       640    0.8839    0.8741    0.9316    0.6288   0.03333   0.02333  0.004716
  100.     99/299     7.29G   0.03827   0.04186  0.007647   0.08778       211       640     0.915    0.8509    0.9311    0.6445   0.03298   0.02333  0.004761
  101.    100/299     7.29G   0.03549   0.04306  0.007292   0.08585       216       640     0.904    0.8641    0.9368    0.6454   0.03176   0.02281  0.004481
  102.    101/299     7.29G   0.03878   0.04396   0.00755   0.09028       201       640    0.8466    0.8711    0.9243    0.6134   0.03472   0.02315  0.004402
  103.    102/299     7.29G   0.04109   0.04201  0.007732   0.09083       236       640    0.8729    0.8865    0.9338    0.6631   0.03291   0.02285  0.004443
  104.    103/299     7.29G   0.03749   0.03978  0.007469   0.08474       140       640     0.917    0.8579    0.9297    0.6258   0.03417   0.02308  0.004408
  105.    104/299     7.29G   0.04883   0.04021  0.007189   0.09623       262       640    0.7175     0.792    0.8069    0.4498   0.05333   0.02464  0.004559
  106.    105/299     7.29G   0.05865   0.04305  0.007818    0.1095       189       640     0.824    0.7964    0.8742    0.5798   0.04249   0.02341  0.005093
  107.    106/299     7.29G   0.04659   0.04358  0.009819   0.09999       207       640    0.8636    0.8362    0.8999    0.5863   0.03907   0.02439  0.005656
  108.    107/299     7.29G   0.04282   0.04578  0.008904    0.0975       207       640    0.8392    0.8749    0.9217    0.6231   0.03561   0.02423  0.005958
  109.    108/299     7.29G   0.03878   0.04043  0.009505   0.08871       215       640    0.8872    0.8691    0.9355    0.6336   0.03311   0.02414  0.006006
  110.    109/299     7.29G    0.0379   0.04489  0.009507   0.09229       211       640    0.9057     0.861    0.9347    0.6449   0.03352   0.02406  0.005893
  111.    110/299     7.29G   0.04049   0.04617   0.00917   0.09583       255       640    0.9087     0.859    0.9312    0.6443    0.0343   0.02327  0.005632
  112.    111/299     7.29G   0.04102   0.04215  0.009252   0.09242       247       640    0.8719    0.8562    0.9215     0.611   0.03618   0.02336  0.005409
  113.    112/299     7.29G   0.04257   0.04073  0.008552   0.09185       134       640    0.8724      0.87    0.9269    0.6138   0.03523   0.02286  0.005257
  114.    113/299     7.29G   0.04356   0.04001   0.00866   0.09223       178       640    0.8067    0.8751    0.9125    0.5978   0.03617   0.02324  0.005338
  115.    114/299     7.29G   0.04282   0.04197  0.008182   0.09297       228       640    0.8383    0.8769    0.9292    0.6295   0.03544   0.02333  0.005278
  116.    115/299     7.29G   0.04252    0.0407  0.009064   0.09228       196       640    0.8661    0.8646    0.9307    0.6332   0.03473   0.02348  0.005148
  117.    116/299     7.29G    0.0394   0.04179  0.008133   0.08933       169       640    0.8604    0.8732    0.9226    0.6397   0.03365   0.02335     0.005
  118.    117/299     7.29G   0.03983   0.04034  0.007686   0.08785       262       640    0.8627     0.856     0.922    0.6384   0.03343   0.02313  0.004946
  119.    118/299     7.29G   0.04157   0.04368  0.008154    0.0934       297       640      0.85    0.8588    0.9239     0.624   0.03405   0.02294  0.004899
  120.    119/299     7.29G   0.04032   0.04239  0.007917   0.09062       185       640    0.8678    0.8409    0.9276    0.6237   0.03457   0.02303  0.004868
  121.    120/299     7.29G   0.04085   0.04418  0.007707   0.09273       185       640    0.8503    0.8592    0.9108    0.6424   0.03416   0.02286  0.004876
  122.    121/299     7.29G   0.04116    0.0433  0.007921   0.09238       177       640    0.8775    0.8506    0.9119    0.6252   0.03385   0.02351  0.004996
  123.    122/299     7.29G   0.04098   0.04625  0.008357   0.09559       201       640    0.8579    0.8538    0.9248    0.6232   0.03418   0.02342  0.005125
  124.    123/299     7.29G   0.04067   0.04159  0.007923   0.09019       278       640    0.8583     0.842    0.9239    0.6171   0.03598   0.02355  0.005195
  125.    124/299     7.29G   0.04096   0.04326  0.008615   0.09283       259       640    0.8746      0.85    0.9302    0.6265   0.03444   0.02383  0.005183
  126.    125/299     7.29G    0.0397    0.0431  0.008254   0.09106       246       640    0.8759    0.8515    0.9295    0.6398   0.03329   0.02332   0.00522
  127.    126/299     7.29G   0.03799   0.03994  0.007938   0.08588       210       640    0.8545    0.8849    0.9377     0.632   0.03304   0.02308  0.005123
  128.    127/299     7.29G   0.04118   0.04041  0.007551   0.08914       177       640    0.8757    0.8799    0.9378    0.6498   0.03563   0.02351  0.005014
  129.    128/299     7.29G   0.04167   0.04374   0.00749    0.0929       171       640    0.8559    0.8823    0.9253    0.6399   0.03521   0.02326  0.004928
  130.    129/299     7.29G   0.04476   0.04545  0.008286    0.0985       236       640    0.8676    0.8901    0.9265    0.5922   0.03525   0.02335  0.004896
  131.    130/299     7.29G   0.04251   0.03673  0.008567   0.08781       246       640     0.834    0.8995    0.9202    0.6243   0.03545   0.02341  0.005025
  132.    131/299     7.29G   0.04309   0.04248  0.008089   0.09366       248       640    0.8533    0.8411    0.9138    0.5876   0.03741   0.02362  0.005246
  133.    132/299     7.29G   0.04322   0.04769  0.008366   0.09928       186       640      0.91    0.8252    0.9211    0.6475   0.03463   0.02334  0.005311
  134.    133/299     7.29G   0.03913    0.0396  0.008352   0.08708       179       640    0.8776     0.854    0.9345    0.6652   0.03228   0.02336  0.005367
  135.    134/299     7.29G   0.03865   0.04837  0.008607   0.09563       240       640    0.8923    0.8618     0.939    0.6609   0.03148   0.02309  0.005306
  136.    135/299     7.29G   0.03739    0.0418  0.007822   0.08702       189       640    0.9057    0.8574    0.9403    0.6604   0.03181   0.02302  0.005207
  137.    136/299     7.29G   0.04027    0.0419  0.008187   0.09036       230       640    0.8602    0.8814    0.9256    0.6437   0.03359   0.02285   0.00504
  138.    137/299     7.29G   0.04182   0.04578  0.008911   0.09651       228       640    0.8683    0.8589    0.9295     0.644   0.03336   0.02274  0.004934
  139.    138/299     7.29G   0.04137   0.04316  0.007891   0.09241       161       640    0.9095    0.8565    0.9328    0.6429   0.03281   0.02296  0.004854
  140.    139/299     7.29G   0.04121   0.04162  0.007709   0.09054       289       640    0.8888     0.887    0.9436    0.6491   0.03385   0.02337  0.004947
  141.    140/299     7.29G   0.03849   0.04455   0.00705   0.09009       188       640    0.8435    0.9056     0.944     0.657   0.03254   0.02386  0.005068
  142.    141/299     7.29G   0.03816   0.04031  0.007596   0.08606       179       640    0.8677    0.8842    0.9359    0.6373   0.03339   0.02384  0.005065
  143.    142/299     7.29G   0.04106   0.04399  0.007952     0.093       241       640    0.9284    0.8653    0.9401    0.6352   0.03292   0.02365   0.00488
  144.    143/299     7.29G   0.04095   0.04426  0.008019   0.09323       189       640    0.8684    0.8671    0.9361    0.6031    0.0366   0.02396  0.004812
  145.    144/299     7.29G   0.04276   0.04351  0.008051   0.09433       206       640    0.8791    0.8383    0.9243    0.6286   0.03512   0.02342  0.004835
  146.    145/299     7.29G   0.04163   0.04417  0.007953   0.09375       156       640    0.8843    0.8517    0.9267    0.6364   0.03405   0.02288  0.004839
  147.    146/299     7.29G   0.03959    0.0433   0.00837   0.09126       267       640    0.8793    0.8766    0.9359    0.6656   0.03235   0.02234  0.004868
  148.    147/299     7.29G   0.03858   0.04045  0.007582   0.08661       177       640    0.8933    0.8663    0.9507    0.6817   0.03154   0.02234  0.004945
  149.    148/299     7.29G   0.03666   0.04124  0.008025   0.08593       222       640    0.8333    0.9186     0.945    0.6702   0.03049   0.02231  0.004949
  150.    149/299     7.29G   0.03636   0.04199  0.007967   0.08632       176       640    0.9003    0.8798    0.9485    0.6838   0.03109   0.02211  0.004791
  151.    150/299     7.29G   0.03707   0.04297  0.007235   0.08728       167       640    0.8906     0.878    0.9368    0.6661   0.03143   0.02188  0.004658
  152.    151/299     7.29G   0.04044   0.04505  0.008662   0.09416       236       640    0.9022    0.8538    0.9387    0.6499   0.03235   0.02216  0.004588
  153.    152/299     7.29G   0.04155   0.04588  0.007384   0.09481       218       640    0.8404    0.8805    0.9327    0.6477   0.03315   0.02195  0.004593
  154.    153/299     7.29G   0.04346   0.04898  0.007255   0.09969       224       640     0.866    0.8809    0.9457    0.6598   0.03356   0.02202  0.004621
  155.    154/299     7.29G   0.04029   0.04294   0.00738   0.09061       210       640    0.8973     0.881    0.9445     0.673   0.03226   0.02237  0.004727
  156.    155/299     7.29G   0.03848   0.04193  0.007719   0.08812       190       640    0.8819    0.8909    0.9478    0.6646   0.03173   0.02259   0.00481
  157.    156/299     7.29G   0.03804   0.04281   0.00728   0.08813       245       640    0.9416    0.8585    0.9459    0.6762   0.03108    0.0223  0.004819
  158.    157/299     7.29G   0.03922   0.04124  0.007239    0.0877       201       640     0.931      0.86    0.9474    0.6708   0.03153   0.02228  0.004798
  159.    158/299     7.29G    0.0392   0.04346  0.007992   0.09064       229       640    0.9265    0.8632    0.9446    0.6769    0.0312   0.02223  0.004775
  160.    159/299     7.29G   0.04039   0.04103   0.00729    0.0887       197       640    0.9118    0.8859    0.9494    0.6511   0.03208    0.0224  0.004754
  161.    160/299     7.29G   0.03954   0.04198  0.007629   0.08915       296       640    0.9251     0.871    0.9439     0.673   0.03107   0.02231  0.004748
  162.    161/299     7.29G   0.03677   0.04176  0.007361   0.08589       254       640    0.9063    0.8823    0.9377    0.6628   0.03111   0.02227  0.004747
  163.    162/299     7.29G   0.03701   0.04089  0.007548   0.08544       206       640    0.9288    0.8625    0.9369    0.6775   0.03067   0.02192  0.004695
  164.    163/299     7.29G   0.03669   0.03915   0.00758   0.08342       168       640    0.9287     0.863    0.9438    0.6588   0.03089   0.02179  0.004654
  165.    164/299     7.29G   0.03665    0.0401  0.007566   0.08432       182       640    0.9397    0.8645    0.9437    0.6808   0.03036   0.02164  0.004577
  166.    165/299     7.29G   0.03792      0.04  0.007116   0.08504       186       640    0.9202    0.8602    0.9429    0.6827   0.03066   0.02143  0.004554
  167.    166/299     7.29G   0.03796   0.03946  0.006762   0.08418       194       640    0.9095    0.8826    0.9493    0.6923   0.02962   0.02133  0.004501
  168.    167/299     7.29G   0.03805   0.04294  0.006802    0.0878       238       640    0.8437    0.9159    0.9405    0.6694   0.03177   0.02158   0.00446
  169.    168/299     7.29G   0.03918   0.03835  0.007082   0.08461       140       640    0.8747    0.9058    0.9455    0.6857   0.03122   0.02123  0.004415
  170.    169/299     7.29G   0.03904   0.04273  0.007001   0.08877       194       640    0.8901    0.9017    0.9493    0.6865   0.03112   0.02133  0.004448
  171.    170/299     7.29G   0.03613   0.04382  0.007413   0.08736       231       640     0.898    0.9008    0.9493    0.7018   0.02928   0.02106  0.004476
  172.    171/299     7.29G   0.03586   0.03926   0.00703   0.08215       236       640     0.909    0.8915    0.9491    0.6923   0.02933   0.02101   0.00448
  173.    172/299     7.29G   0.03779   0.04109  0.007023    0.0859       195       640    0.9315    0.8835    0.9504    0.6886   0.02919   0.02102  0.004442
  174.    173/299     7.29G   0.03491   0.03562   0.00646   0.07699       214       640    0.8583    0.9401    0.9583    0.6944   0.02948   0.02095  0.004387
  175.    174/299     7.29G   0.03624   0.04234  0.006869   0.08544       191       640    0.9199    0.8872    0.9497    0.6979   0.02855   0.02069  0.004331
  176.    175/299     7.29G   0.03603   0.04038  0.006767   0.08318       239       640    0.8663    0.9437    0.9602    0.6878   0.02915   0.02095  0.004343
  177.    176/299     7.29G   0.03635   0.03946  0.006428   0.08224       202       640    0.8521    0.9344    0.9536    0.6818   0.03022   0.02084  0.004339
  178.    177/299     7.29G   0.03837   0.03955  0.006913   0.08483       197       640    0.8584    0.9384    0.9521    0.6806   0.03064   0.02101   0.00439
  179.    178/299     7.29G   0.03757    0.0431  0.006805   0.08747       181       640    0.8772    0.9268    0.9528    0.6903   0.02882   0.02079  0.004441
  180.    179/299     7.29G   0.03498   0.03926  0.006435   0.08067       164       640    0.9404    0.8764    0.9519     0.687   0.02966   0.02086   0.00444
  181.    180/299     7.29G   0.03575   0.03966  0.006973   0.08239       200       640    0.9287    0.8838    0.9543    0.6984   0.02904   0.02083  0.004428
  182.    181/299     7.29G   0.03534   0.03894  0.007113   0.08139       186       640     0.917    0.8965    0.9558    0.6998   0.02936   0.02078  0.004406
  183.    182/299     7.29G   0.03597   0.03609  0.006319   0.07838       195       640    0.8694    0.9327    0.9514    0.7076   0.02862   0.02081  0.004355
  184.    183/299     7.29G   0.03525   0.03791  0.006427   0.07959       206       640    0.8825    0.9394    0.9626    0.7135   0.02874   0.02071  0.004303
  185.    184/299     7.29G   0.03661   0.03876  0.006986   0.08236       212       640    0.9013    0.9351    0.9601    0.7183   0.02814   0.02046  0.004254
  186.    185/299     7.29G   0.03391   0.03437  0.006288   0.07457       162       640    0.8913    0.9327    0.9606    0.7125   0.02856   0.02052  0.004201
  187.    186/299     7.29G   0.03476   0.03733  0.006963   0.07905       190       640    0.9037    0.9345    0.9594    0.7167   0.02824   0.02035  0.004154
  188.    187/299     7.29G   0.03404   0.03292  0.006557   0.07352       167       640    0.9016    0.9294    0.9596    0.7001   0.02804   0.02038  0.004131
  189.    188/299     7.29G   0.03398   0.03726  0.006498   0.07774       170       640    0.8783    0.9382     0.954    0.7123   0.02755   0.02029  0.004091
  190.    189/299     7.29G   0.03351   0.04045  0.006497   0.08046       261       640    0.8991    0.9372    0.9596    0.7209   0.02712   0.02015  0.004031
  191.    190/299     7.29G    0.0341   0.03861  0.006468   0.07918       202       640    0.8881    0.9357    0.9583    0.7225   0.02717   0.02005  0.003956
  192.    191/299     7.29G   0.03455   0.03732  0.005837   0.07771       267       640     0.893    0.9312    0.9614    0.7145   0.02725   0.01977  0.003886
  193.    192/299     7.29G   0.03537   0.04249  0.006394   0.08426       265       640    0.9124    0.9272    0.9639    0.7209   0.02721   0.01959  0.003855
  194.    193/299     7.29G   0.03515   0.03532  0.006543     0.077       184       640     0.895     0.926    0.9623    0.7345   0.02795   0.01963  0.003881
  195.    194/299     7.29G   0.03486   0.03708  0.006915   0.07885       211       640     0.908    0.9247    0.9648    0.7315   0.02764   0.01979  0.003923
  196.    195/299     7.29G   0.03445   0.03789  0.007035   0.07938       257       640    0.8995    0.9319    0.9647    0.7349   0.02742   0.01967  0.003947
  197.    196/299     7.29G   0.03103   0.03531  0.006367   0.07271       216       640    0.8928    0.9408    0.9661    0.7422   0.02741   0.01969  0.003935
  198.    197/299     7.29G   0.03285   0.03661  0.005886   0.07534       231       640    0.8585    0.9425    0.9584    0.7206   0.02741   0.01975  0.003907
  199.    198/299     7.29G   0.03394   0.03759  0.006033   0.07756       170       640     0.895    0.9203    0.9612    0.7303   0.02736   0.01975  0.003893
  200.    199/299     7.29G   0.03262   0.03403  0.005444    0.0721       137       640    0.9041    0.9141    0.9629    0.7323   0.02686   0.01981  0.003906
  201.    200/299     7.29G   0.03228   0.03661    0.0065   0.07539       192       640    0.8537    0.9467    0.9592    0.7337   0.02646    0.0198  0.003921
  202.    201/299     7.29G   0.03312    0.0357  0.006234   0.07506       204       640    0.9096    0.9078    0.9573    0.7154   0.02715   0.02009  0.003938
  203.    202/299     7.29G    0.0339   0.03861  0.005969   0.07847       187       640    0.9388    0.8964    0.9579    0.7338   0.02633   0.01992  0.003972
  204.    203/299     7.29G   0.03529    0.0353   0.00629   0.07688       194       640    0.8857    0.9382    0.9596    0.7238   0.02706   0.02001  0.004009
  205.    204/299     7.29G   0.03535   0.03822  0.006593   0.08017       168       640    0.9114    0.9291    0.9585     0.728   0.02689   0.01974  0.004031
  206.    205/299     7.29G   0.03247    0.0347  0.005682   0.07285       185       640    0.9252    0.9239    0.9598    0.7366   0.02659    0.0196  0.004039
  207.    206/299     7.29G    0.0335   0.03798  0.005912    0.0774       227       640    0.9369    0.9191    0.9625    0.7322   0.02617   0.01951   0.00402
  208.    207/299     7.29G    0.0328   0.03541  0.006272   0.07448       185       640    0.9331    0.9202    0.9626    0.7363   0.02657   0.01959  0.004007
  209.    208/299     7.29G    0.0311   0.03408  0.006344   0.07152       144       640    0.9441    0.9159    0.9664    0.7393   0.02598   0.01955  0.003984
  210.    209/299     7.29G   0.03075   0.03538   0.00585   0.07198       200       640    0.9323    0.9175    0.9653    0.7337   0.02588   0.01955  0.003943
  211.    210/299     7.29G   0.02979   0.03267  0.005682   0.06814       167       640    0.9276    0.9153     0.959    0.7358   0.02521   0.01945    0.0039
  212.    211/299     7.29G   0.03199   0.03463  0.006323   0.07294       163       640    0.9188    0.9189    0.9574    0.7294   0.02564   0.01945  0.003827
  213.    212/299     7.29G   0.03028   0.03619  0.005753   0.07222       165       640    0.8978    0.9276    0.9523     0.738   0.02509   0.01937  0.003756
  214.    213/299     7.29G   0.03139   0.03325  0.006186   0.07082       174       640    0.8906    0.9345    0.9556    0.7196   0.02594   0.01951  0.003708
  215.    214/299     7.29G   0.03094   0.03794  0.006026    0.0749       175       640    0.9245    0.8935    0.9442    0.7375   0.02587   0.01946  0.003658
  216.    215/299     7.29G    0.0321   0.03413  0.005469    0.0717       187       640    0.9203    0.9011    0.9473    0.7238   0.02597    0.0193  0.003613
  217.    216/299     7.29G     0.032   0.03479  0.005964   0.07275       187       640    0.8909    0.9279     0.955    0.7301   0.02576   0.01915  0.003566
  218.    217/299     7.29G   0.03016   0.03276  0.005294   0.06821       162       640    0.8907    0.9251    0.9554    0.7288    0.0254   0.01899  0.003525
  219.    218/299     7.29G    0.0311   0.03634  0.005263    0.0727       191       640    0.9068    0.9307    0.9609    0.7376   0.02474   0.01877  0.003473
  220.    219/299     7.29G   0.02915   0.03452  0.005234    0.0689       209       640    0.9211    0.9258    0.9631    0.7406   0.02512   0.01886  0.003434
  221.    220/299     7.29G   0.03191   0.03678  0.005173   0.07386       196       640    0.9133    0.9229    0.9583    0.7317   0.02577   0.01897  0.003404
  222.    221/299     7.29G   0.03307   0.03298  0.006115   0.07216       134       640    0.9192    0.9161     0.959    0.7315   0.02602   0.01901  0.003401
  223.    222/299     7.29G   0.03165   0.03657  0.005879    0.0741       183       640    0.9165    0.9207    0.9579    0.7376   0.02536   0.01902  0.003421
  224.    223/299     7.29G   0.03157   0.03646  0.005116   0.07315       198       640    0.9201    0.9261     0.961    0.7429   0.02485   0.01904  0.003445
  225.    224/299     7.29G   0.03052   0.03698   0.00536   0.07286       254       640    0.9255    0.9226    0.9589    0.7414   0.02468   0.01907  0.003441
  226.    225/299     7.29G   0.03112    0.0356  0.005613   0.07233       213       640    0.9318    0.9114    0.9587    0.7395   0.02498   0.01907  0.003452
  227.    226/299     7.29G   0.03236   0.03384  0.005106    0.0713       184       640    0.9262      0.91    0.9581    0.7506   0.02504   0.01911  0.003466
  228.    227/299     7.29G   0.03118   0.03648  0.005339     0.073       181       640     0.947    0.9036    0.9617     0.753   0.02492   0.01897   0.00349
  229.    228/299     7.29G   0.03146   0.03431  0.005591   0.07136       228       640    0.9288    0.9132    0.9597    0.7559   0.02476   0.01888  0.003523
  230.    229/299     7.29G   0.02978   0.03568  0.005409   0.07087       164       640    0.9344    0.9097    0.9619    0.7475   0.02491   0.01889  0.003556
  231.    230/299     7.29G   0.03009   0.03465  0.005453   0.07019       241       640    0.9428    0.9097    0.9609    0.7626   0.02424   0.01869  0.003557
  232.    231/299     7.29G    0.0305    0.0297   0.00594   0.06614       126       640     0.948    0.9129    0.9634    0.7575   0.02437    0.0186  0.003554
  233.    232/299     7.29G   0.02992   0.03242  0.005568   0.06791       208       640    0.9512    0.9096    0.9623    0.7613   0.02389   0.01845  0.003547
  234.    233/299     7.29G   0.02918   0.03511  0.005422   0.06971       163       640    0.9444    0.9104    0.9608    0.7698   0.02377    0.0184  0.003537
  235.    234/299     7.29G   0.02844   0.03352  0.005966   0.06793       182       640     0.941    0.9129    0.9609    0.7769   0.02324   0.01834  0.003522
  236.    235/299     7.29G   0.02918    0.0375  0.005348   0.07203       223       640    0.9401    0.9119    0.9628    0.7732   0.02394   0.01851  0.003486
  237.    236/299     7.29G   0.02964   0.03364   0.00551   0.06879       239       640    0.9436    0.9125    0.9644    0.7752   0.02352    0.0184  0.003453
  238.    237/299     7.29G   0.03089   0.03746  0.005178   0.07353       233       640    0.9379    0.9132    0.9609     0.764   0.02406   0.01828  0.003428
  239.    238/299     7.29G   0.03056    0.0343  0.006101   0.07096       194       640    0.9303    0.9197    0.9622     0.767   0.02347    0.0181  0.003393
  240.    239/299     7.29G   0.03012   0.03059  0.005363   0.06607       143       640     0.932    0.9231    0.9643    0.7547   0.02479   0.01843  0.003377
  241.    240/299     7.29G   0.03191   0.03135  0.005792   0.06906       127       640     0.928    0.9234    0.9625    0.7655   0.02385   0.01833   0.00337
  242.    241/299     7.29G   0.02952   0.03454  0.005098   0.06915       198       640    0.9233    0.9264    0.9627    0.7596   0.02408   0.01842  0.003378
  243.    242/299     7.29G   0.03063   0.03457  0.005238   0.07043       243       640     0.919    0.9287    0.9632      0.76   0.02385   0.01851  0.003388
  244.    243/299     7.29G    0.0318   0.03823  0.005686   0.07572       204       640    0.9143    0.9342    0.9647    0.7518   0.02455   0.01868  0.003391
  245.    244/299     7.29G   0.03205   0.03256  0.005515   0.07013       233       640    0.9013    0.9367    0.9633     0.762   0.02409   0.01861  0.003393
  246.    245/299     7.29G   0.03175   0.03596  0.005428   0.07314       190       640    0.8884    0.9374    0.9613    0.7637   0.02416   0.01866  0.003406
  247.    246/299     7.29G   0.02986   0.03271  0.005274   0.06785       209       640    0.8951    0.9342    0.9623    0.7676   0.02378   0.01854  0.003425
  248.    247/299     7.29G    0.0296   0.03156  0.004566   0.06572       164       640    0.9011    0.9283    0.9607    0.7577   0.02439   0.01853  0.003432
  249.    248/299     7.29G   0.03005   0.03559   0.00525   0.07089       239       640    0.9292    0.9171    0.9642    0.7724   0.02312   0.01823   0.00343
  250.    249/299     7.29G   0.02972   0.03688  0.005272   0.07187       271       640    0.9351    0.9162    0.9631    0.7669   0.02368   0.01833  0.003424
  251.    250/299     7.29G   0.03083   0.03333  0.005635   0.06979       221       640    0.9397    0.9161    0.9667    0.7656   0.02349   0.01825  0.003404
  252.    251/299     7.29G   0.02917   0.03253  0.005103    0.0668       173       640    0.9391    0.9145    0.9654    0.7693   0.02372   0.01822  0.003391
  253.    252/299     7.29G   0.02876   0.03487  0.005217   0.06885       147       640    0.9371    0.9237     0.965    0.7702   0.02326   0.01811  0.003373
  254.    253/299     7.29G   0.02891   0.03194   0.00546    0.0663       173       640    0.9427    0.9168    0.9637    0.7717   0.02361   0.01812  0.003347
  255.    254/299     7.29G   0.02945   0.03014  0.005074   0.06467       182       640     0.935    0.9203    0.9606    0.7655   0.02333   0.01796  0.003324
  256.    255/299     7.29G   0.02913   0.03463  0.005558   0.06932       174       640     0.937    0.9322    0.9657    0.7762   0.02348   0.01786  0.003307
  257.    256/299     7.29G   0.02928    0.0366  0.005246   0.07113       158       640    0.9286    0.9354    0.9655    0.7792   0.02317    0.0178  0.003296
  258.    257/299     7.29G   0.02931   0.03604  0.005384   0.07074       173       640    0.9181    0.9396    0.9646    0.7738   0.02314   0.01785  0.003274
  259.    258/299     7.29G    0.0285   0.03633  0.005517   0.07035       193       640    0.9114    0.9398     0.961    0.7822   0.02254   0.01772  0.003242
  260.    259/299     7.29G   0.02768    0.0327  0.005166   0.06554       159       640    0.9103    0.9427    0.9634    0.7738   0.02262   0.01763  0.003223
  261.    260/299     7.29G   0.02843   0.03333  0.005735    0.0675       118       640    0.9109      0.94    0.9659    0.7749   0.02236   0.01752  0.003187
  262.    261/299     7.29G   0.02785   0.02795  0.005537   0.06134       200       640    0.9181    0.9331    0.9645    0.7751   0.02263   0.01755  0.003151
  263.    262/299     7.29G   0.02827   0.03354  0.005464   0.06728       148       640    0.9237    0.9325    0.9659    0.7779   0.02236   0.01756  0.003118
  264.    263/299     7.29G   0.02719   0.03304  0.004876    0.0651       177       640    0.9214    0.9277     0.962    0.7786   0.02246   0.01759  0.003079
  265.    264/299     7.29G   0.02881   0.03174  0.005019   0.06556       168       640    0.9122    0.9382    0.9636    0.7722   0.02257   0.01763  0.003033
  266.    265/299     7.29G   0.02824   0.03128  0.004694   0.06421       162       640    0.9137    0.9367    0.9647    0.7738    0.0231   0.01765   0.00299
  267.    266/299     7.29G   0.02881   0.03374  0.005006   0.06755       204       640    0.9143     0.944    0.9644    0.7748   0.02254   0.01749  0.002955
  268.    267/299     7.29G   0.02867   0.03287  0.004676   0.06622       169       640    0.9084    0.9462    0.9665    0.7744   0.02263   0.01752   0.00294
  269.    268/299     7.29G   0.02818   0.03448  0.004491   0.06715       234       640    0.9099    0.9473    0.9666      0.78   0.02251   0.01752  0.002931
  270.    269/299     7.29G   0.02892   0.03196  0.004856   0.06574       264       640    0.9029    0.9488    0.9675    0.7839    0.0227   0.01751   0.00292
  271.    270/299     7.29G   0.02806   0.03506  0.004826   0.06794       211       640    0.8924    0.9491    0.9692    0.7825   0.02292   0.01744  0.002913
  272.    271/299     7.29G   0.02974     0.035  0.004598   0.06934       268       640    0.8876    0.9484    0.9649    0.7828   0.02255   0.01727  0.002918
  273.    272/299     7.29G   0.02847   0.03179  0.004717   0.06498       189       640    0.8894    0.9476    0.9666    0.7807   0.02249   0.01718  0.002927
  274.    273/299     7.29G   0.02756   0.03077  0.004757   0.06309       235       640    0.8897    0.9446    0.9652     0.783    0.0224   0.01715  0.002937
  275.    274/299     7.29G   0.02796   0.03165  0.004666   0.06428       140       640    0.8972    0.9453    0.9683    0.7866   0.02264   0.01721  0.002959
  276.    275/299     7.29G   0.02961   0.03472  0.004968    0.0693       256       640    0.9025    0.9466    0.9701      0.78   0.02255   0.01722  0.002985
  277.    276/299     7.29G   0.02842   0.03109   0.00473   0.06424       201       640    0.9082    0.9454    0.9693    0.7869    0.0223   0.01707  0.003001
  278.    277/299     7.29G    0.0287    0.0304  0.005556   0.06466       107       640    0.9186    0.9459     0.968    0.7894   0.02231   0.01709  0.003022
  279.    278/299     7.29G   0.02787   0.02972  0.004739   0.06233       145       640    0.9211    0.9444    0.9696    0.7963   0.02208   0.01708  0.003031
  280.    279/299     7.29G   0.02857   0.03076  0.004607   0.06394       173       640    0.9209    0.9426    0.9666    0.7882   0.02211    0.0171  0.003041
  281.    280/299     7.29G   0.02757   0.03143  0.004592   0.06359       218       640     0.921    0.9414     0.967    0.7847   0.02207   0.01702  0.003034
  282.    281/299     7.29G   0.02878    0.0359  0.004859   0.06954       352       640    0.9192    0.9429    0.9682    0.7791    0.0224   0.01707  0.003031
  283.    282/299     7.29G   0.02792   0.03055  0.004781   0.06324       193       640    0.9224    0.9435    0.9674    0.7879   0.02196   0.01698  0.003037
  284.    283/299     7.29G   0.02962   0.03487  0.005077   0.06956       216       640    0.9225    0.9426    0.9681    0.7899   0.02193   0.01698  0.003034
  285.    284/299     7.29G   0.02813   0.03098  0.004628   0.06374       216       640    0.9192    0.9469     0.968    0.7896    0.0221   0.01699  0.003028
  286.    285/299     7.29G   0.02808   0.03292  0.004827   0.06583       164       640    0.9191    0.9479    0.9675    0.7929   0.02165   0.01688  0.003019
  287.    286/299     7.29G   0.02804   0.03266  0.004927   0.06562       163       640    0.9206    0.9476    0.9676    0.7922   0.02169   0.01687  0.003008
  288.    287/299     7.29G   0.02837   0.03504  0.004259   0.06767       228       640    0.9169    0.9483    0.9673    0.7934   0.02167    0.0168  0.003001
  289.    288/299     7.29G   0.02831    0.0325  0.004883   0.06569       258       640    0.9162    0.9483    0.9678    0.7904   0.02163   0.01676  0.002994
  290.    289/299     7.29G   0.02626    0.0316  0.004554   0.06242       176       640    0.9089    0.9467    0.9653     0.793   0.02154   0.01666  0.002983
  291.    290/299     7.29G   0.02896   0.03643  0.004555   0.06994       256       640    0.9117    0.9501    0.9684    0.7923   0.02173   0.01669  0.002966
  292.    291/299     7.29G   0.02651   0.02794  0.004216   0.05866       178       640    0.9095     0.948    0.9666    0.8018   0.02179   0.01669  0.002958
  293.    292/299     7.29G   0.02879   0.03426  0.005039   0.06808       215       640    0.9054    0.9473    0.9661    0.7991   0.02202   0.01679  0.002962
  294.    293/299     7.29G   0.02651   0.02679  0.004467   0.05777       153       640    0.9071    0.9484    0.9667    0.7939   0.02232   0.01692  0.002961
  295.    294/299     7.29G   0.02877   0.03292    0.0052    0.0669       268       640    0.9107    0.9464     0.966    0.7966   0.02234   0.01692  0.002962
  296.    295/299     7.29G   0.02847   0.03626    0.0048   0.06952       282       640    0.9099    0.9451    0.9667    0.7957   0.02216   0.01687  0.002955
  297.    296/299     7.29G   0.02647   0.03141  0.004448   0.06233       170       640    0.9114     0.944    0.9662    0.7954   0.02218    0.0169  0.002939
  298.    297/299     7.29G   0.02969   0.03628  0.004863   0.07083       185       640    0.9095    0.9468    0.9673    0.7952   0.02225   0.01689  0.002914
  299.    298/299     7.29G   0.02794   0.03279  0.004867    0.0656       150       640    0.9102    0.9462    0.9667    0.7868   0.02212   0.01681  0.002902
  300.    299/299     7.29G   0.02882   0.03437  0.004686   0.06788       190       640    0.9189    0.9422    0.9671    0.7961   0.02188   0.01665  0.002905

test_batch0_labels.jpg

 test_batch0_pred.jpg

test_batch1_labels.jpg

test_batch1_pred.jpg

test_batch2_labels.jpg

test_batch2_pred.jpg

train_batch0.jpg

train_batch1.jpg

train_batch2.jpg

 

执行测试

python test.py --weights yolov5s.pt  # test a model for Precision, Recall and mAP

confusion_matrix：

F1_curve：

P_curve:

PR_curve：

R_curve：

test_batch0_labels.jpg

test_batch0_pred.jpg

test_batch1_labels.jpg

test_batch1_pred.jpg

test_batch2_labels.jpg

test_batch2_pred.jpg

 

执行检测

python detect.py --weights yolov5s.pt --source path/to/images  # run inference on images and videos

今天很多人都在追悼吴孟达，网上找了张吴孟达的照片：

执行命令语义分割识别结果：

  1. $ python detect.py --weights yolov5s.pt --source wumengda20210227.jpg 
  2. Namespace(agnostic_nms=False, augment=False, classes=None, conf_thres=0.25, device='', exist_ok=False, img_size=640, iou_thres=0.45, name='exp', project='runs/detect', save_conf=False, save_txt=False, source='wumengda20210227.jpg', update=False, view_img=False, weights=['yolov5s.pt'])
  3. YOLOv5 v4.0-104-gefa4946 torch 1.8.0a0+1606899 CUDA:0 (GeForce GTX 1070 Ti, 8119.5625MB)
  4.  
  5. Fusing layers... 
  6. Model Summary: 224 layers, 7266973 parameters, 0 gradients, 17.0 GFLOPS
  7. image 1/1 /usr/src/app/wumengda20210227.jpg: 320x640 8 persons, 1 umbrella, Done. (0.022s)
  8. Results saved to runs/detect/exp
  9. Done. (0.039s)

模型的识别效果如下图，识别的效果还是挺好的，不仅仅吴孟达、周星驰被识别出来了，背后远处的人，伞都被识别出来了

 

还图识别出了电视机和盆栽

 

 

参考资料

https://github.com/ultralytics/yolov5/wiki/Docker-Quickstart

https://github.com/ultralytics/yolov5

https://github.com/ultralytics/yolov5/releases/tag/v1.0

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

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