write these tables as ablation study "Model Evaluation Metrics:
ultralytics.utils.metrics.SegmentMetrics object with attributes:

ap_class_index: array([0, 1, 2])
box: ultralytics.utils.metrics.Metric object
confusion_matrix: <ultralytics.utils.metrics.ConfusionMatrix object at 0x7d8c7e959110>
curves: ['Precision-Recall(B)', 'F1-Confidence(B)', 'Precision-Confidence(B)', 'Recall-Confidence(B)', 'Precision-Recall(M)', 'F1-Confidence(M)', 'Precision-Confidence(M)', 'Recall-Confidence(M)']
curves_results: [[array([          0,    0.001001,    0.002002,    0.003003,    0.004004,    0.005005,    0.006006,    0.007007,    0.008008,    0.009009,     0.01001,    0.011011,    0.012012,    0.013013,    0.014014,    0.015015,    0.016016,    0.017017,    0.018018,    0.019019,     0.02002,    0.021021,    0.022022,    0.023023,
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       [          1,           1,           1, ...,     0.22222,     0.22222,           0],
       [          1,           1,           1, ...,   0.0027634,   0.0013817,           0]]), 'Recall', 'Precision'], [array([          0,    0.001001,    0.002002,    0.003003,    0.004004,    0.005005,    0.006006,    0.007007,    0.008008,    0.009009,     0.01001,    0.011011,    0.012012,    0.013013,    0.014014,    0.015015,    0.016016,    0.017017,    0.018018,    0.019019,     0.02002,    0.021021,    0.022022,    0.023023,
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       [          1,           1,     0.96875, ...,           0,           0,           0],
       [    0.89474,     0.89474,     0.89474, ...,           0,           0,           0]]), 'Confidence', 'Recall']]
fitness: 1.3650776733515357
keys: ['metrics/precision(B)', 'metrics/recall(B)', 'metrics/mAP50(B)', 'metrics/mAP50-95(B)', 'metrics/precision(M)', 'metrics/recall(M)', 'metrics/mAP50(M)', 'metrics/mAP50-95(M)']
maps: array([     1.4028,      1.4185,      1.1177])
names: {0: 'Liver Abscess', 1: 'Liver Cyst', 2: 'Liver Tumor'}
plot: True
results_dict: {'metrics/precision(B)': 0.8931400690016155, 'metrics/recall(B)': 0.8299587247969744, 'metrics/mAP50(B)': 0.9163342325013456, 'metrics/mAP50-95(B)': 0.6639626810497379, 'metrics/precision(M)': 0.9237609045388501, 'metrics/recall(M)': 0.8174408022314528, 'metrics/mAP50(M)': 0.9174626222785892, 'metrics/mAP50-95(M)': 0.6490350832541978, 'fitness': 1.3650776733515357}
save_dir: PosixPath('runs/segment/val')
seg: ultralytics.utils.metrics.Metric object
speed: {'preprocess': 6.738299128586991, 'inference': 16.947575842862403, 'loss': 0.0011045999859301706, 'postprocess': 2.4936579571268727}
task: 'segment'
Confusion Matrix saved at: /content/runs/segment/train/confusion_matrix.png
Results image saved at: /content/runs/segment/train/results.png
Results Table:
    epoch       time  train/box_loss  train/seg_loss  train/cls_loss  train/dfl_loss  metrics/precision(B)  metrics/recall(B)  metrics/mAP50(B)  metrics/mAP50-95(B)  metrics/precision(M)  metrics/recall(M)  metrics/mAP50(M)  metrics/mAP50-95(M)  val/box_loss  val/seg_loss  val/cls_loss  val/dfl_loss    lr/pg0    lr/pg1    lr/pg2
0       1    27.4448         1.58163         2.83553         4.57792         1.49414               0.00376            0.66963           0.19244              0.12223               0.00369            0.66441           0.18990              0.11618       1.55791       3.24022       3.85207       1.44535  0.000466  0.000466  0.000466
1       2    45.7832         1.61613         2.51143         3.85188         1.40429               0.31732            0.32251           0.29110              0.15919               0.32689            0.35373           0.29335              0.16555       1.54304       4.19308       3.27831       1.60375  0.000933  0.000933  0.000933
2       3    63.7506         1.59716         2.49379         3.23331         1.38272               0.39121            0.35758           0.30655              0.14927               0.32956            0.37593           0.25390              0.09929       1.79852       4.70054       2.85776       1.76126  0.001390  0.001390  0.001390
3       4    81.5607         1.58744         2.51594         2.97298         1.39698               0.32506            0.20697           0.11421              0.05872               0.32506            0.20697           0.11941              0.06114       1.93932       3.27082       4.22519       1.78792  0.001387  0.001387  0.001387
4       5    98.9740         1.57635         2.40718         2.66505         1.33767               0.33867            0.55279           0.39236              0.25437               0.33867            0.55279           0.39700              0.25216       1.58179       2.83682       2.57019       1.51311  0.001372  0.001372  0.001372
5       6   117.0890         1.52290         2.40312         2.52645         1.37834               0.40677            0.54052           0.42639              0.24155               0.41276            0.54894           0.42678              0.25255       1.49955       2.80707       1.97953       1.48914  0.001358  0.001358  0.001358
6       7   134.1000         1.44644         2.23095         2.32587         1.31264               0.34856            0.50341           0.36532              0.23205               0.36824            0.53659           0.39478              0.23085       1.57524       3.03589       2.27279       1.46293  0.001344  0.001344  0.001344
7       8   151.2130         1.50991         2.33275         2.24356         1.33164               0.34042            0.44286           0.33654              0.21838               0.33618            0.45174           0.34122              0.19838       1.59613       2.80899       2.93549       1.48985  0.001330  0.001330  0.001330
8       9   169.2650         1.48718         2.31458         2.03102         1.35718               0.40499            0.50693           0.39099              0.23965               0.41514            0.53028           0.40614              0.24502       1.77447       2.74995       1.96966       1.53616  0.001316  0.001316  0.001316
9      10   186.5230         1.42891         2.23201         2.00236         1.28862               0.34996            0.33792           0.31200              0.18836               0.36105            0.36302           0.31157              0.18650       1.77997       2.70778       2.20829       1.55980  0.001302  0.001302  0.001302
10     11   203.4710         1.41330         2.25110         1.92342         1.29165               0.42660            0.53499           0.40946              0.26008               0.42878            0.54146           0.42373              0.26627       1.59068       2.55796       1.81383       1.49176  0.001288  0.001288  0.001288
11     12   221.3050         1.41827         2.25393         1.85624         1.29385               0.47921            0.59174           0.51998              0.33344               0.49247            0.60817           0.54131              0.34835       1.35030       2.28704       1.97464       1.31425  0.001273  0.001273  0.001273
12     13   238.0640         1.38379         2.13709         1.81630         1.26459               0.43317            0.60449           0.50673              0.33420               0.44602            0.61450           0.52554              0.35914       1.22083       2.21240       1.66636       1.23025  0.001259  0.001259  0.001259
13     14   255.1550         1.42590         2.13272         1.77005         1.27669               0.39465            0.45375           0.43777              0.27030               0.41700            0.43525           0.46319              0.28017       1.66645       2.58610       2.02116       1.57252  0.001245  0.001245  0.001245
14     15   273.3920         1.44874         2.26098         1.73608         1.28805               0.45539            0.50229           0.45751              0.30258               0.46881            0.51346           0.47489              0.28826       1.34693       2.28001       1.72455       1.30070  0.001231  0.001231  0.001231
15     16   291.4100         1.37601         2.13227         1.70049         1.23654               0.61625            0.52757           0.60966              0.38790               0.62602            0.55523           0.63559              0.40529       1.58648       2.26238       1.69831       1.42962  0.001217  0.001217  0.001217
16     17   310.1200         1.40755         2.15334         1.59428         1.27609               0.51840            0.48719           0.48887              0.34399               0.53609            0.51844           0.53230              0.31492       1.39129       2.58039       1.86894       1.38390  0.001203  0.001203  0.001203
17     18   327.6290         1.38556         2.15647         1.59675         1.24473               0.55412            0.61922           0.60242              0.43523               0.57521            0.65047           0.62327              0.42521       1.28759       2.34983       1.43905       1.31080  0.001189  0.001189  0.001189
18     19   345.1540         1.37948         2.12732         1.55354         1.25936               0.68971            0.55640           0.64922              0.43549               0.71511            0.57514           0.67526              0.43296       1.46513       2.35232       1.48449       1.35496  0.001174  0.001174  0.001174
19     20   363.4890         1.34177         2.06910         1.48431         1.24318               0.53667            0.60673           0.58407              0.40419               0.55390            0.62867           0.60774              0.40640       1.29676       1.99351       1.50381       1.35891  0.001160  0.001160  0.001160
20     21   380.8560         1.32734         1.95852         1.40344         1.24268               0.70998            0.66026           0.67078              0.43447               0.71099            0.63973           0.67160              0.44510       1.39190       2.21484       1.37223       1.40447  0.001146  0.001146  0.001146
21     22   399.5530         1.37961         2.06606         1.35650         1.27964               0.76685            0.64741           0.75404              0.51144               0.76920            0.67363           0.76375              0.50376       1.38045       2.16983       1.26112       1.36904  0.001132  0.001132  0.001132
22     23   417.1340         1.28973         1.90407         1.29529         1.20598               0.47781            0.63473           0.61658              0.41000               0.46893            0.62431           0.63893              0.41562       1.43128       2.03510       1.89195       1.32713  0.001118  0.001118  0.001118
23     24   434.3530         1.29891         2.00986         1.35306         1.22266               0.63203            0.63280           0.72482              0.51730               0.67994            0.62567           0.75430              0.51400       1.31030       2.25067       1.34905       1.26489  0.001104  0.001104  0.001104
24     25   452.7060         1.30760         2.00746         1.26720         1.21936               0.80309            0.66730           0.75229              0.49926               0.83757            0.70551           0.76835              0.50836       1.36983       2.08825       1.28590       1.28738  0.001089  0.001089  0.001089
25     26   470.0410         1.28774         2.01954         1.30646         1.21515               0.81158            0.59601           0.65757              0.42609               0.83464            0.61684           0.67357              0.43678       1.37564       2.38631       1.54742       1.32732  0.001075  0.001075  0.001075
26     27   487.5290         1.28943         2.00007         1.26765         1.20964               0.86197            0.69751           0.79226              0.58104               0.93196            0.67369           0.79626              0.57737       1.23413       2.10025       1.14778       1.26145  0.001061  0.001061  0.001061
27     28   505.6510         1.25875         1.95260         1.17602         1.18092               0.76935            0.68900           0.76155              0.54270               0.84652            0.65258           0.76537              0.53572       1.31904       2.31612       1.22769       1.29541  0.001047  0.001047  0.001047
28     29   523.0950         1.27294         1.98566         1.20978         1.19577               0.73137            0.68752           0.78338              0.49636               0.75195            0.70835           0.79032              0.50014       1.25948       2.14620       1.46825       1.28308  0.001033  0.001033  0.001033
29     30   541.0000         1.29677         1.99355         1.23094         1.23802               0.84055            0.70558           0.80209              0.50589               0.85172            0.71495           0.81254              0.52737       1.52245       2.26741       1.17502       1.42647  0.001019  0.001019  0.001019
30     31   558.6330         1.26898         1.94854         1.12415         1.21166               0.83270            0.62478           0.76899              0.50105               0.84336            0.63444           0.76066              0.51087       1.45923       2.33640       1.37018       1.39678  0.001005  0.001005  0.001005
31     32   575.9080         1.25015         1.93238         1.14825         1.18764               0.75909            0.72843           0.75672              0.51664               0.83805            0.66899           0.75435              0.51893       1.22276       2.06870       1.00698       1.25039  0.000990  0.000990  0.000990
32     33   594.5190         1.20650         1.89838         1.08692         1.15385               0.85253            0.68301           0.80169              0.52730               0.90059            0.69321           0.80475              0.51897       1.46463       2.42587       1.38528       1.41024  0.000976  0.000976  0.000976
33     34   611.8950         1.20151         1.90430         1.06325         1.17401               0.83645            0.72312           0.78492              0.54583               0.85356            0.73718           0.78185              0.53593       1.32330       2.08129       1.06204       1.28796  0.000962  0.000962  0.000962
34     35   629.5720         1.26305         1.95043         1.05926         1.19539               0.69920            0.61348           0.70607              0.46471               0.69920            0.61348           0.72471              0.44986       1.61607       2.40066       1.65113       1.50933  0.000948  0.000948  0.000948
35     36   647.5820         1.29923         1.98011         1.12814         1.20403               0.78070            0.70377           0.78596              0.52615               0.81012            0.70765           0.79815              0.53650       1.26656       2.18346       1.09272       1.28756  0.000934  0.000934  0.000934
36     37   664.9070         1.26057         1.95144         1.10101         1.18518               0.84972            0.67515           0.79652              0.56607               0.85928            0.68557           0.80144              0.54880       1.14786       2.02189       1.13743       1.21050  0.000920  0.000920  0.000920
37     38   683.5320         1.20396         1.85940         1.03822         1.16263               0.87043            0.67042           0.77832              0.54914               0.87365            0.69126           0.77375              0.54666       1.27015       2.38886       1.10149       1.26697  0.000906  0.000906  0.000906
38     39   700.8790         1.27233         1.91705         1.05313         1.20073               0.89062            0.69162           0.80811              0.54069               0.91329            0.71228           0.82190              0.54704       1.30506       2.07975       1.06791       1.31313  0.000891  0.000891  0.000891
39     40   718.1250         1.22175         1.90909         1.00002         1.16782               0.85016            0.71264           0.84584              0.56495               0.87389            0.73347           0.83086              0.58177       1.24156       1.88417       0.89088       1.23613  0.000877  0.000877  0.000877
40     41   736.1890         1.23300         1.89868         0.97425         1.16859               0.91049            0.74611           0.85759              0.59110               0.92132            0.75624           0.87250              0.59304       1.20043       1.99795       0.91400       1.23841  0.000863  0.000863  0.000863
41     42   753.2450         1.19029         1.83332         0.90336         1.15407               0.83591            0.75528           0.82779              0.57131               0.85950            0.77603           0.82555              0.57999       1.16882       2.17013       1.10870       1.22932  0.000849  0.000849  0.000849
42     43   770.5950         1.17360         1.83297         0.91091         1.13820               0.94005            0.72027           0.83242              0.59921               0.95122            0.73068           0.82563              0.56316       1.09838       2.33431       0.97681       1.21553  0.000835  0.000835  0.000835
43     44   788.2850         1.18646         1.88676         0.96876         1.13273               0.85456            0.70364           0.78603              0.56537               0.85456            0.70364           0.77033              0.53949       1.23171       2.17820       1.05739       1.27724  0.000821  0.000821  0.000821
44     45   805.4410         1.15832         1.81571         0.90850         1.13390               0.83389            0.69805           0.83186              0.55614               0.84596            0.70479           0.81930              0.55612       1.35135       2.00015       0.96701       1.34010  0.000807  0.000807  0.000807
45     46   823.7460         1.15340         1.78755         0.86107         1.13692               0.84466            0.76348           0.85999              0.56567               0.85522            0.75560           0.85096              0.57314       1.24317       1.95742       0.86893       1.25988  0.000792  0.000792  0.000792
46     47   840.8400         1.19350         1.84430         0.91573         1.15917               0.87121            0.74729           0.87291              0.59795               0.89954            0.76666           0.87201              0.59734       1.21035       1.81659       0.93166       1.21153  0.000778  0.000778  0.000778
47     48   858.1610         1.18102         1.88894         0.89893         1.13001               0.91653            0.75740           0.87236              0.62204               0.95779            0.76545           0.88703              0.63431       1.19205       1.87484       0.84011       1.22540  0.000764  0.000764  0.000764
48     49   876.2580         1.14984         1.77291         0.84287         1.11462               0.62917            0.71516           0.71339              0.51209               0.74441            0.63379           0.70335              0.50674       1.26817       2.48175       1.58210       1.28393  0.000750  0.000750  0.000750
49     50   893.5240         1.10193         1.67487         0.81718         1.11124               0.75192            0.72114           0.80500              0.51614               0.77773            0.72633           0.80339              0.52862       1.31236       2.23849       1.10320       1.24940  0.000736  0.000736  0.000736
50     51   910.5280         1.16134         1.79431         0.86739         1.12865               0.81230            0.80184           0.82545              0.57572               0.85374            0.76028           0.82225              0.58336       1.25315       1.87751       0.88993       1.28319  0.000722  0.000722  0.000722
51     52   928.5870         1.14275         1.78339         0.86437         1.12388               0.85273            0.75143           0.83051              0.60666               0.85340            0.75102           0.80722              0.59462       1.19212       1.85879       0.91695       1.21929  0.000707  0.000707  0.000707
52     53   945.6040         1.15038         1.74077         0.86426         1.12028               0.82173            0.78401           0.83998              0.59921               0.82173            0.78401           0.83421              0.61106       1.22167       1.78383       0.81344       1.23873  0.000693  0.000693  0.000693
53     54   962.5690         1.19186         1.85246         0.92029         1.15209               0.93090            0.77569           0.86182              0.58331               0.93090            0.77569           0.85626              0.58797       1.26185       1.79672       0.87978       1.24921  0.000679  0.000679  0.000679
54     55   980.7960         1.09803         1.66005         0.78605         1.09700               0.88669            0.75921           0.83344              0.56693               0.89060            0.75134           0.82167              0.55663       1.25909       1.98931       0.91116       1.26895  0.000665  0.000665  0.000665
55     56   997.6100         1.10890         1.74405         0.79997         1.11206               0.86516            0.81405           0.86292              0.58468               0.86516            0.81405           0.85883              0.57783       1.13740       2.00286       0.78101       1.20412  0.000651  0.000651  0.000651
56     57  1014.5900         1.12322         1.72711         0.77898         1.11434               0.94654            0.74685           0.88215              0.60473               0.97136            0.76711           0.87072              0.59541       1.07713       1.86034       0.74710       1.17655  0.000637  0.000637  0.000637
57     58  1032.6200         1.08921         1.70402         0.81242         1.09505               0.91839            0.74060           0.87100              0.60011               0.94330            0.74060           0.85863              0.59277       1.24809       1.93592       0.82030       1.24416  0.000623  0.000623  0.000623
58     59  1049.5800         1.08434         1.73392         0.79531         1.10432               0.90974            0.77810           0.87247              0.61944               0.95544            0.76439           0.86331              0.60768       1.13508       1.83583       0.87441       1.17958  0.000608  0.000608  0.000608
59     60  1066.8000         1.05162         1.60873         0.74023         1.07721               0.90249            0.79437           0.89816              0.61998               0.92075            0.77602           0.87748              0.59917       1.17508       1.89672       0.80744       1.24119  0.000594  0.000594  0.000594
60     61  1084.3900         1.06021         1.68077         0.72050         1.06873               0.94351            0.73926           0.85898              0.60567               0.95506            0.74968           0.85206              0.59459       1.14829       1.83929       0.80007       1.19210  0.000580  0.000580  0.000580
61     62  1101.6400         1.06528         1.64139         0.72675         1.07801               0.85614            0.79650           0.89614              0.61583               0.85614            0.79650           0.86613              0.60387       1.15145       1.93119       0.77902       1.19099  0.000566  0.000566  0.000566
62     63  1119.3400         1.06195         1.61046         0.75594         1.07958               0.88481            0.73159           0.84221              0.57268               0.90352            0.76147           0.83322              0.57227       1.23702       1.88631       0.95238       1.27139  0.000552  0.000552  0.000552
63     64  1136.7700         1.05667         1.61381         0.71006         1.07412               0.90581            0.72825           0.88014              0.62738               0.90581            0.72825           0.87109              0.62666       1.10860       1.66930       0.89477       1.18131  0.000538  0.000538  0.000538
64     65  1153.7400         1.06103         1.67513         0.73391         1.08592               0.90889            0.76271           0.87084              0.60487               0.90889            0.76271           0.86708              0.58113       1.17896       1.89510       0.86119       1.23627  0.000524  0.000524  0.000524
65     66  1172.0700         1.05874         1.67848         0.72484         1.07657               0.86085            0.75380           0.84747              0.58644               0.86916            0.76229           0.83198              0.56852       1.28507       1.96428       0.88666       1.31161  0.000509  0.000509  0.000509
66     67  1189.1800         1.05105         1.66266         0.71876         1.07400               0.97266            0.74348           0.86237              0.60712               0.99842            0.76417           0.86366              0.61288       1.15975       1.86901       0.84928       1.24011  0.000495  0.000495  0.000495
67     68  1206.3800         1.04517         1.59200         0.69063         1.07398               0.90125            0.74204           0.86050              0.62075               0.91701            0.74473           0.86009              0.60853       1.07033       1.84163       0.71576       1.16763  0.000481  0.000481  0.000481
68     69  1224.6000         1.01859         1.61525         0.71540         1.06809               0.89260            0.77495           0.87379              0.60502               0.91688            0.79566           0.87504              0.62404       1.28946       1.89384       0.73813       1.25420  0.000467  0.000467  0.000467
69     70  1241.8800         1.02270         1.60466         0.69621         1.06982               0.90295            0.76527           0.86740              0.60716               0.90295            0.76527           0.84052              0.60572       1.16334       2.11083       0.72615       1.21035  0.000453  0.000453  0.000453
70     71  1259.0600         0.99898         1.61128         0.71059         1.05658               0.89726            0.78610           0.87791              0.62526               0.90871            0.78610           0.87862              0.61034       1.15745       1.80529       0.75059       1.19653  0.000439  0.000439  0.000439
71     72  1277.0800         1.01273         1.61757         0.68433         1.04603               0.88934            0.81266           0.85024              0.61752               0.88934            0.81266           0.85429              0.59914       1.16084       1.97866       0.83186       1.23366  0.000425  0.000425  0.000425
72     73  1294.2000         1.00474         1.58342         0.64704         1.04120               0.93758            0.78252           0.90652              0.63676               0.96172            0.80336           0.89867              0.63788       1.17786       1.79759       0.79132       1.20324  0.000410  0.000410  0.000410
73     74  1311.5700         1.01308         1.66117         0.69421         1.06900               0.97347            0.73629           0.90866              0.65041               0.96405            0.76856           0.89726              0.64766       1.11890       1.75067       0.72843       1.19132  0.000396  0.000396  0.000396
74     75  1329.1900         1.00347         1.59075         0.66623         1.05633               0.89739            0.76599           0.89297              0.62832               0.88782            0.81941           0.89694              0.62644       1.30372       2.00674       0.69877       1.25831  0.000382  0.000382  0.000382
75     76  1346.3400         0.98575         1.58949         0.66604         1.04378               0.90938            0.74866           0.88121              0.61668               0.92200            0.75907           0.87347              0.60950       1.19544       1.81845       0.69627       1.21575  0.000368  0.000368  0.000368
76     77  1363.9400         0.99185         1.53053         0.68057         1.04641               0.88124            0.75569           0.86825              0.61439               0.92484            0.77602           0.87216              0.61479       1.06351       1.67516       0.74362       1.15886  0.000354  0.000354  0.000354
77     78  1381.4300         1.02561         1.60774         0.67029         1.06023               0.84986            0.81040           0.89980              0.63507               0.90941            0.76954           0.90368              0.63302       1.15086       1.81749       0.70987       1.18483  0.000340  0.000340  0.000340
78     79  1398.7700         0.95589         1.51291         0.63024         1.03126               0.84037            0.81356           0.89760              0.65016               0.90653            0.76577           0.89869              0.63148       1.10126       1.75188       0.69498       1.17888  0.000326  0.000326  0.000326
79     80  1416.9100         0.94714         1.51903         0.63266         1.03224               0.80496            0.87908           0.87785              0.61769               0.94122            0.76580           0.87451              0.62571       1.23752       1.81012       0.65501       1.24217  0.000311  0.000311  0.000311
80     81  1434.0200         0.95858         1.55738         0.64314         1.03060               0.91187            0.76141           0.86443              0.61602               0.94065            0.77898           0.85005              0.60690       1.08892       1.89875       0.65290       1.19359  0.000297  0.000297  0.000297
81     82  1450.9300         0.94871         1.50648         0.62137         1.02450               0.90151            0.75346           0.88218              0.62694               0.91989            0.78015           0.87721              0.63780       1.23074       1.76715       0.72402       1.25458  0.000283  0.000283  0.000283
82     83  1468.7700         0.93947         1.49042         0.59531         1.01814               0.89853            0.75298           0.89234              0.61710               0.92511            0.77367           0.89531              0.61013       1.18916       1.73010       0.73134       1.18829  0.000269  0.000269  0.000269
83     84  1485.9300         0.95880         1.50836         0.63434         1.02691               0.87782            0.80442           0.90238              0.63926               0.92347            0.80864           0.90415              0.62251       1.13999       1.73457       0.68111       1.18250  0.000255  0.000255  0.000255
84     85  1503.1400         0.92844         1.44415         0.61970         1.02448               0.88913            0.76502           0.88137              0.63199               0.91462            0.78568           0.88690              0.63638       1.17533       1.77311       0.70021       1.19313  0.000241  0.000241  0.000241
85     86  1520.6800         0.95181         1.49851         0.62166         1.01470               0.87228            0.83917           0.89799              0.64223               0.90139            0.83253           0.90367              0.64095       1.06220       1.68017       0.70462       1.15610  0.000226  0.000226  0.000226
86     87  1537.8800         0.93346         1.47626         0.60069         1.01347               0.86841            0.78684           0.87320              0.63389               0.89251            0.80754           0.88046              0.62657       1.09802       1.72193       0.69394       1.17898  0.000212  0.000212  0.000212
87     88  1556.0400         0.91081         1.42731         0.59054         1.00410               0.94168            0.76505           0.89569              0.64604               0.95853            0.78623           0.90031              0.63674       1.14456       1.76165       0.64968       1.18710  0.000198  0.000198  0.000198
88     89  1572.8800         0.92259         1.44274         0.57227         1.01795               0.91125            0.78493           0.90613              0.64591               0.92182            0.77552           0.88899              0.62975       1.10838       1.72300       0.64820       1.18953  0.000184  0.000184  0.000184
89     90  1589.7900         0.91020         1.44071         0.55932         1.02129               0.85294            0.80014           0.87615              0.64353               0.87540            0.82097           0.88219              0.63213       1.11516       1.68843       0.65464       1.19182  0.000170  0.000170  0.000170
90     91  1609.3300         0.87883         1.40925         0.50668         0.99809               0.86375            0.82821           0.89200              0.62956               0.88595            0.84901           0.89888              0.63448       1.13929       1.73103       0.70678       1.17866  0.000156  0.000156  0.000156
91     92  1625.6800         0.84366         1.40863         0.49397         0.99843               0.84333            0.82442           0.90264              0.66198               0.88915            0.82608           0.90589              0.64895       1.07138       1.69644       0.67341       1.16586  0.000142  0.000142  0.000142
92     93  1641.8200         0.82603         1.34939         0.47012         0.99969               0.85464            0.82080           0.90244              0.66159               0.87716            0.84104           0.91014              0.64515       1.11261       1.69945       0.66168       1.17892  0.000127  0.000127  0.000127
93     94  1658.2400         0.84635         1.36042         0.47606         0.98630               0.90220            0.76642           0.90588              0.65442               0.92728            0.78664           0.90821              0.64569       1.13302       1.74891       0.65923       1.18555  0.000113  0.000113  0.000113
94     95  1674.1300         0.83299         1.36596         0.49192         0.99099               0.88777            0.79409           0.91475              0.65619               0.91147            0.81143           0.91450              0.65709       1.13039       1.62146       0.66198       1.17008  0.000099  0.000099  0.000099
95     96  1690.2500         0.83036         1.37989         0.48010         0.97803               0.90299            0.75631           0.90248              0.64398               0.90589            0.79090           0.90543              0.62441       1.09332       1.73504       0.66256       1.18719  0.000085  0.000085  0.000085
96     97  1706.9100         0.80038         1.32423         0.45366         0.96980               0.89285            0.81291           0.91377              0.65635               0.91785            0.82710           0.91426              0.64050       1.07996       1.65371       0.66299       1.16867  0.000071  0.000071  0.000071
97     98  1722.9000         0.81083         1.33930         0.45944         0.97729               0.88848            0.82221           0.91554              0.65827               0.91428            0.82761           0.91617              0.64482       1.08851       1.68794       0.66337       1.18285  0.000057  0.000057  0.000057
98     99  1738.9800         0.81203         1.33997         0.46020         0.98675               0.89282            0.83002           0.91631              0.66475               0.92365            0.81692           0.91744              0.65151       1.11618       1.69773       0.66079       1.19011  0.000043  0.000043  0.000043
99    100  1755.1300         0.77036         1.29183         0.44490         0.95445               0.92635            0.77395           0.91776              0.66154               0.95177            0.79478           0.91912              0.65237       1.10014       1.70427       0.64843       1.18184  0.000028  0.000028  0.000028
Box curves displayed.
Mask curves displayed.
Validation Results: Ground Truth vs Prediction displayed.
Prediction on test images displayed.
All results have been saved and displayed.
Model Evaluation Metrics:
ultralytics.utils.metrics.SegmentMetrics object with attributes:

ap_class_index: array([0, 1, 2])
box: ultralytics.utils.metrics.Metric object
confusion_matrix: <ultralytics.utils.metrics.ConfusionMatrix object at 0x7d8c4c111d90>
curves: ['Precision-Recall(B)', 'F1-Confidence(B)', 'Precision-Confidence(B)', 'Recall-Confidence(B)', 'Precision-Recall(M)', 'F1-Confidence(M)', 'Precision-Confidence(M)', 'Recall-Confidence(M)']
curves_results: [[array([          0,    0.001001,    0.002002,    0.003003,    0.004004,    0.005005,    0.006006,    0.007007,    0.008008,    0.009009,     0.01001,    0.011011,    0.012012,    0.013013,    0.014014,    0.015015,    0.016016,    0.017017,    0.018018,    0.019019,     0.02002,    0.021021,    0.022022,    0.023023,
          0.024024,    0.025025,    0.026026,    0.027027,    0.028028,    0.029029,     0.03003,    0.031031,    0.032032,    0.033033,    0.034034,    0.035035,    0.036036,    0.037037,    0.038038,    0.039039,     0.04004,    0.041041,    0.042042,    0.043043,    0.044044,    0.045045,    0.046046,    0.047047,
          0.048048,    0.049049,     0.05005,    0.051051,    0.052052,    0.053053,    0.054054,    0.055055,    0.056056,    0.057057,    0.058058,    0.059059,     0.06006,    0.061061,    0.062062,    0.063063,    0.064064,    0.065065,    0.066066,    0.067067,    0.068068,    0.069069,     0.07007,    0.071071,
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       [          1,           1,     0.96875, ...,           0,           0,           0],
       [    0.89474,     0.89474,     0.89474, ...,           0,           0,           0]]), 'Confidence', 'Recall']]
fitness: 1.3650776733515357
keys: ['metrics/precision(B)', 'metrics/recall(B)', 'metrics/mAP50(B)', 'metrics/mAP50-95(B)', 'metrics/precision(M)', 'metrics/recall(M)', 'metrics/mAP50(M)', 'metrics/mAP50-95(M)']
maps: array([     1.4028,      1.4185,      1.1177])
names: {0: 'Liver Abscess', 1: 'Liver Cyst', 2: 'Liver Tumor'}
plot: True
results_dict: {'metrics/precision(B)': 0.8931400690016155, 'metrics/recall(B)': 0.8299587247969744, 'metrics/mAP50(B)': 0.9163342325013456, 'metrics/mAP50-95(B)': 0.6639626810497379, 'metrics/precision(M)': 0.9237609045388501, 'metrics/recall(M)': 0.8174408022314528, 'metrics/mAP50(M)': 0.9174626222785892, 'metrics/mAP50-95(M)': 0.6490350832541978, 'fitness': 1.3650776733515357}
save_dir: PosixPath('runs/segment/val2')
seg: ultralytics.utils.metrics.Metric object
speed: {'preprocess': 8.408072385723894, 'inference': 7.265214700003395, 'loss': 0.0017633428537270188, 'postprocess': 3.170767871428585}
task: 'segment'
Confusion Matrix saved at: /content/runs/segment/train/confusion_matrix.png
Results image saved at: /content/runs/segment/train/results.png
Results Table:
    epoch       time  train/box_loss  train/seg_loss  train/cls_loss  train/dfl_loss  metrics/precision(B)  metrics/recall(B)  metrics/mAP50(B)  metrics/mAP50-95(B)  metrics/precision(M)  metrics/recall(M)  metrics/mAP50(M)  metrics/mAP50-95(M)  val/box_loss  val/seg_loss  val/cls_loss  val/dfl_loss    lr/pg0    lr/pg1    lr/pg2
0       1    27.4448         1.58163         2.83553         4.57792         1.49414               0.00376            0.66963           0.19244              0.12223               0.00369            0.66441           0.18990              0.11618       1.55791       3.24022       3.85207       1.44535  0.000466  0.000466  0.000466
1       2    45.7832         1.61613         2.51143         3.85188         1.40429               0.31732            0.32251           0.29110              0.15919               0.32689            0.35373           0.29335              0.16555       1.54304       4.19308       3.27831       1.60375  0.000933  0.000933  0.000933
2       3    63.7506         1.59716         2.49379         3.23331         1.38272               0.39121            0.35758           0.30655              0.14927               0.32956            0.37593           0.25390              0.09929       1.79852       4.70054       2.85776       1.76126  0.001390  0.001390  0.001390
3       4    81.5607         1.58744         2.51594         2.97298         1.39698               0.32506            0.20697           0.11421              0.05872               0.32506            0.20697           0.11941              0.06114       1.93932       3.27082       4.22519       1.78792  0.001387  0.001387  0.001387
4       5    98.9740         1.57635         2.40718         2.66505         1.33767               0.33867            0.55279           0.39236              0.25437               0.33867            0.55279           0.39700              0.25216       1.58179       2.83682       2.57019       1.51311  0.001372  0.001372  0.001372
5       6   117.0890         1.52290         2.40312         2.52645         1.37834               0.40677            0.54052           0.42639              0.24155               0.41276            0.54894           0.42678              0.25255       1.49955       2.80707       1.97953       1.48914  0.001358  0.001358  0.001358
6       7   134.1000         1.44644         2.23095         2.32587         1.31264               0.34856            0.50341           0.36532              0.23205               0.36824            0.53659           0.39478              0.23085       1.57524       3.03589       2.27279       1.46293  0.001344  0.001344  0.001344
7       8   151.2130         1.50991         2.33275         2.24356         1.33164               0.34042            0.44286           0.33654              0.21838               0.33618            0.45174           0.34122              0.19838       1.59613       2.80899       2.93549       1.48985  0.001330  0.001330  0.001330
8       9   169.2650         1.48718         2.31458         2.03102         1.35718               0.40499            0.50693           0.39099              0.23965               0.41514            0.53028           0.40614              0.24502       1.77447       2.74995       1.96966       1.53616  0.001316  0.001316  0.001316
9      10   186.5230         1.42891         2.23201         2.00236         1.28862               0.34996            0.33792           0.31200              0.18836               0.36105            0.36302           0.31157              0.18650       1.77997       2.70778       2.20829       1.55980  0.001302  0.001302  0.001302
10     11   203.4710         1.41330         2.25110         1.92342         1.29165               0.42660            0.53499           0.40946              0.26008               0.42878            0.54146           0.42373              0.26627       1.59068       2.55796       1.81383       1.49176  0.001288  0.001288  0.001288
11     12   221.3050         1.41827         2.25393         1.85624         1.29385               0.47921            0.59174           0.51998              0.33344               0.49247            0.60817           0.54131              0.34835       1.35030       2.28704       1.97464       1.31425  0.001273  0.001273  0.001273
12     13   238.0640         1.38379         2.13709         1.81630         1.26459               0.43317            0.60449           0.50673              0.33420               0.44602            0.61450           0.52554              0.35914       1.22083       2.21240       1.66636       1.23025  0.001259  0.001259  0.001259
13     14   255.1550         1.42590         2.13272         1.77005         1.27669               0.39465            0.45375           0.43777              0.27030               0.41700            0.43525           0.46319              0.28017       1.66645       2.58610       2.02116       1.57252  0.001245  0.001245  0.001245
14     15   273.3920         1.44874         2.26098         1.73608         1.28805               0.45539            0.50229           0.45751              0.30258               0.46881            0.51346           0.47489              0.28826       1.34693       2.28001       1.72455       1.30070  0.001231  0.001231  0.001231
15     16   291.4100         1.37601         2.13227         1.70049         1.23654               0.61625            0.52757           0.60966              0.38790               0.62602            0.55523           0.63559              0.40529       1.58648       2.26238       1.69831       1.42962  0.001217  0.001217  0.001217
16     17   310.1200         1.40755         2.15334         1.59428         1.27609               0.51840            0.48719           0.48887              0.34399               0.53609            0.51844           0.53230              0.31492       1.39129       2.58039       1.86894       1.38390  0.001203  0.001203  0.001203
17     18   327.6290         1.38556         2.15647         1.59675         1.24473               0.55412            0.61922           0.60242              0.43523               0.57521            0.65047           0.62327              0.42521       1.28759       2.34983       1.43905       1.31080  0.001189  0.001189  0.001189
18     19   345.1540         1.37948         2.12732         1.55354         1.25936               0.68971            0.55640           0.64922              0.43549               0.71511            0.57514           0.67526              0.43296       1.46513       2.35232       1.48449       1.35496  0.001174  0.001174  0.001174
19     20   363.4890         1.34177         2.06910         1.48431         1.24318               0.53667            0.60673           0.58407              0.40419               0.55390            0.62867           0.60774              0.40640       1.29676       1.99351       1.50381       1.35891  0.001160  0.001160  0.001160
20     21   380.8560         1.32734         1.95852         1.40344         1.24268               0.70998            0.66026           0.67078              0.43447               0.71099            0.63973           0.67160              0.44510       1.39190       2.21484       1.37223       1.40447  0.001146  0.001146  0.001146
21     22   399.5530         1.37961         2.06606         1.35650         1.27964               0.76685            0.64741           0.75404              0.51144               0.76920            0.67363           0.76375              0.50376       1.38045       2.16983       1.26112       1.36904  0.001132  0.001132  0.001132
22     23   417.1340         1.28973         1.90407         1.29529         1.20598               0.47781            0.63473           0.61658              0.41000               0.46893            0.62431           0.63893              0.41562       1.43128       2.03510       1.89195       1.32713  0.001118  0.001118  0.001118
23     24   434.3530         1.29891         2.00986         1.35306         1.22266               0.63203            0.63280           0.72482              0.51730               0.67994            0.62567           0.75430              0.51400       1.31030       2.25067       1.34905       1.26489  0.001104  0.001104  0.001104
24     25   452.7060         1.30760         2.00746         1.26720         1.21936               0.80309            0.66730           0.75229              0.49926               0.83757            0.70551           0.76835              0.50836       1.36983       2.08825       1.28590       1.28738  0.001089  0.001089  0.001089
25     26   470.0410         1.28774         2.01954         1.30646         1.21515               0.81158            0.59601           0.65757              0.42609               0.83464            0.61684           0.67357              0.43678       1.37564       2.38631       1.54742       1.32732  0.001075  0.001075  0.001075
26     27   487.5290         1.28943         2.00007         1.26765         1.20964               0.86197            0.69751           0.79226              0.58104               0.93196            0.67369           0.79626              0.57737       1.23413       2.10025       1.14778       1.26145  0.001061  0.001061  0.001061
27     28   505.6510         1.25875         1.95260         1.17602         1.18092               0.76935            0.68900           0.76155              0.54270               0.84652            0.65258           0.76537              0.53572       1.31904       2.31612       1.22769       1.29541  0.001047  0.001047  0.001047
28     29   523.0950         1.27294         1.98566         1.20978         1.19577               0.73137            0.68752           0.78338              0.49636               0.75195            0.70835           0.79032              0.50014       1.25948       2.14620       1.46825       1.28308  0.001033  0.001033  0.001033
29     30   541.0000         1.29677         1.99355         1.23094         1.23802               0.84055            0.70558           0.80209              0.50589               0.85172            0.71495           0.81254              0.52737       1.52245       2.26741       1.17502       1.42647  0.001019  0.001019  0.001019
30     31   558.6330         1.26898         1.94854         1.12415         1.21166               0.83270            0.62478           0.76899              0.50105               0.84336            0.63444           0.76066              0.51087       1.45923       2.33640       1.37018       1.39678  0.001005  0.001005  0.001005
31     32   575.9080         1.25015         1.93238         1.14825         1.18764               0.75909            0.72843           0.75672              0.51664               0.83805            0.66899           0.75435              0.51893       1.22276       2.06870       1.00698       1.25039  0.000990  0.000990  0.000990
32     33   594.5190         1.20650         1.89838         1.08692         1.15385               0.85253            0.68301           0.80169              0.52730               0.90059            0.69321           0.80475              0.51897       1.46463       2.42587       1.38528       1.41024  0.000976  0.000976  0.000976
33     34   611.8950         1.20151         1.90430         1.06325         1.17401               0.83645            0.72312           0.78492              0.54583               0.85356            0.73718           0.78185              0.53593       1.32330       2.08129       1.06204       1.28796  0.000962  0.000962  0.000962
34     35   629.5720         1.26305         1.95043         1.05926         1.19539               0.69920            0.61348           0.70607              0.46471               0.69920            0.61348           0.72471              0.44986       1.61607       2.40066       1.65113       1.50933  0.000948  0.000948  0.000948
35     36   647.5820         1.29923         1.98011         1.12814         1.20403               0.78070            0.70377           0.78596              0.52615               0.81012            0.70765           0.79815              0.53650       1.26656       2.18346       1.09272       1.28756  0.000934  0.000934  0.000934
36     37   664.9070         1.26057         1.95144         1.10101         1.18518               0.84972            0.67515           0.79652              0.56607               0.85928            0.68557           0.80144              0.54880       1.14786       2.02189       1.13743       1.21050  0.000920  0.000920  0.000920
37     38   683.5320         1.20396         1.85940         1.03822         1.16263               0.87043            0.67042           0.77832              0.54914               0.87365            0.69126           0.77375              0.54666       1.27015       2.38886       1.10149       1.26697  0.000906  0.000906  0.000906
38     39   700.8790         1.27233         1.91705         1.05313         1.20073               0.89062            0.69162           0.80811              0.54069               0.91329            0.71228           0.82190              0.54704       1.30506       2.07975       1.06791       1.31313  0.000891  0.000891  0.000891
39     40   718.1250         1.22175         1.90909         1.00002         1.16782               0.85016            0.71264           0.84584              0.56495               0.87389            0.73347           0.83086              0.58177       1.24156       1.88417       0.89088       1.23613  0.000877  0.000877  0.000877
40     41   736.1890         1.23300         1.89868         0.97425         1.16859               0.91049            0.74611           0.85759              0.59110               0.92132            0.75624           0.87250              0.59304       1.20043       1.99795       0.91400       1.23841  0.000863  0.000863  0.000863
41     42   753.2450         1.19029         1.83332         0.90336         1.15407               0.83591            0.75528           0.82779              0.57131               0.85950            0.77603           0.82555              0.57999       1.16882       2.17013       1.10870       1.22932  0.000849  0.000849  0.000849
42     43   770.5950         1.17360         1.83297         0.91091         1.13820               0.94005            0.72027           0.83242              0.59921               0.95122            0.73068           0.82563              0.56316       1.09838       2.33431       0.97681       1.21553  0.000835  0.000835  0.000835
43     44   788.2850         1.18646         1.88676         0.96876         1.13273               0.85456            0.70364           0.78603              0.56537               0.85456            0.70364           0.77033              0.53949       1.23171       2.17820       1.05739       1.27724  0.000821  0.000821  0.000821
44     45   805.4410         1.15832         1.81571         0.90850         1.13390               0.83389            0.69805           0.83186              0.55614               0.84596            0.70479           0.81930              0.55612       1.35135       2.00015       0.96701       1.34010  0.000807  0.000807  0.000807
45     46   823.7460         1.15340         1.78755         0.86107         1.13692               0.84466            0.76348           0.85999              0.56567               0.85522            0.75560           0.85096              0.57314       1.24317       1.95742       0.86893       1.25988  0.000792  0.000792  0.000792
46     47   840.8400         1.19350         1.84430         0.91573         1.15917               0.87121            0.74729           0.87291              0.59795               0.89954            0.76666           0.87201              0.59734       1.21035       1.81659       0.93166       1.21153  0.000778  0.000778  0.000778
47     48   858.1610         1.18102         1.88894         0.89893         1.13001               0.91653            0.75740           0.87236              0.62204               0.95779            0.76545           0.88703              0.63431       1.19205       1.87484       0.84011       1.22540  0.000764  0.000764  0.000764
48     49   876.2580         1.14984         1.77291         0.84287         1.11462               0.62917            0.71516           0.71339              0.51209               0.74441            0.63379           0.70335              0.50674       1.26817       2.48175       1.58210       1.28393  0.000750  0.000750  0.000750
49     50   893.5240         1.10193         1.67487         0.81718         1.11124               0.75192            0.72114           0.80500              0.51614               0.77773            0.72633           0.80339              0.52862       1.31236       2.23849       1.10320       1.24940  0.000736  0.000736  0.000736
50     51   910.5280         1.16134         1.79431         0.86739         1.12865               0.81230            0.80184           0.82545              0.57572               0.85374            0.76028           0.82225              0.58336       1.25315       1.87751       0.88993       1.28319  0.000722  0.000722  0.000722
51     52   928.5870         1.14275         1.78339         0.86437         1.12388               0.85273            0.75143           0.83051              0.60666               0.85340            0.75102           0.80722              0.59462       1.19212       1.85879       0.91695       1.21929  0.000707  0.000707  0.000707
52     53   945.6040         1.15038         1.74077         0.86426         1.12028               0.82173            0.78401           0.83998              0.59921               0.82173            0.78401           0.83421              0.61106       1.22167       1.78383       0.81344       1.23873  0.000693  0.000693  0.000693
53     54   962.5690         1.19186         1.85246         0.92029         1.15209               0.93090            0.77569           0.86182              0.58331               0.93090            0.77569           0.85626              0.58797       1.26185       1.79672       0.87978       1.24921  0.000679  0.000679  0.000679
54     55   980.7960         1.09803         1.66005         0.78605         1.09700               0.88669            0.75921           0.83344              0.56693               0.89060            0.75134           0.82167              0.55663       1.25909       1.98931       0.91116       1.26895  0.000665  0.000665  0.000665
55     56   997.6100         1.10890         1.74405         0.79997         1.11206               0.86516            0.81405           0.86292              0.58468               0.86516            0.81405           0.85883              0.57783       1.13740       2.00286       0.78101       1.20412  0.000651  0.000651  0.000651
56     57  1014.5900         1.12322         1.72711         0.77898         1.11434               0.94654            0.74685           0.88215              0.60473               0.97136            0.76711           0.87072              0.59541       1.07713       1.86034       0.74710       1.17655  0.000637  0.000637  0.000637
57     58  1032.6200         1.08921         1.70402         0.81242         1.09505               0.91839            0.74060           0.87100              0.60011               0.94330            0.74060           0.85863              0.59277       1.24809       1.93592       0.82030       1.24416  0.000623  0.000623  0.000623
58     59  1049.5800         1.08434         1.73392         0.79531         1.10432               0.90974            0.77810           0.87247              0.61944               0.95544            0.76439           0.86331              0.60768       1.13508       1.83583       0.87441       1.17958  0.000608  0.000608  0.000608
59     60  1066.8000         1.05162         1.60873         0.74023         1.07721               0.90249            0.79437           0.89816              0.61998               0.92075            0.77602           0.87748              0.59917       1.17508       1.89672       0.80744       1.24119  0.000594  0.000594  0.000594
60     61  1084.3900         1.06021         1.68077         0.72050         1.06873               0.94351            0.73926           0.85898              0.60567               0.95506            0.74968           0.85206              0.59459       1.14829       1.83929       0.80007       1.19210  0.000580  0.000580  0.000580
61     62  1101.6400         1.06528         1.64139         0.72675         1.07801               0.85614            0.79650           0.89614              0.61583               0.85614            0.79650           0.86613              0.60387       1.15145       1.93119       0.77902       1.19099  0.000566  0.000566  0.000566
62     63  1119.3400         1.06195         1.61046         0.75594         1.07958               0.88481            0.73159           0.84221              0.57268               0.90352            0.76147           0.83322              0.57227       1.23702       1.88631       0.95238       1.27139  0.000552  0.000552  0.000552
63     64  1136.7700         1.05667         1.61381         0.71006         1.07412               0.90581            0.72825           0.88014              0.62738               0.90581            0.72825           0.87109              0.62666       1.10860       1.66930       0.89477       1.18131  0.000538  0.000538  0.000538
64     65  1153.7400         1.06103         1.67513         0.73391         1.08592               0.90889            0.76271           0.87084              0.60487               0.90889            0.76271           0.86708              0.58113       1.17896       1.89510       0.86119       1.23627  0.000524  0.000524  0.000524
65     66  1172.0700         1.05874         1.67848         0.72484         1.07657               0.86085            0.75380           0.84747              0.58644               0.86916            0.76229           0.83198              0.56852       1.28507       1.96428       0.88666       1.31161  0.000509  0.000509  0.000509
66     67  1189.1800         1.05105         1.66266         0.71876         1.07400               0.97266            0.74348           0.86237              0.60712               0.99842            0.76417           0.86366              0.61288       1.15975       1.86901       0.84928       1.24011  0.000495  0.000495  0.000495
67     68  1206.3800         1.04517         1.59200         0.69063         1.07398               0.90125            0.74204           0.86050              0.62075               0.91701            0.74473           0.86009              0.60853       1.07033       1.84163       0.71576       1.16763  0.000481  0.000481  0.000481
68     69  1224.6000         1.01859         1.61525         0.71540         1.06809               0.89260            0.77495           0.87379              0.60502               0.91688            0.79566           0.87504              0.62404       1.28946       1.89384       0.73813       1.25420  0.000467  0.000467  0.000467
69     70  1241.8800         1.02270         1.60466         0.69621         1.06982               0.90295            0.76527           0.86740              0.60716               0.90295            0.76527           0.84052              0.60572       1.16334       2.11083       0.72615       1.21035  0.000453  0.000453  0.000453
70     71  1259.0600         0.99898         1.61128         0.71059         1.05658               0.89726            0.78610           0.87791              0.62526               0.90871            0.78610           0.87862              0.61034       1.15745       1.80529       0.75059       1.19653  0.000439  0.000439  0.000439
71     72  1277.0800         1.01273         1.61757         0.68433         1.04603               0.88934            0.81266           0.85024              0.61752               0.88934            0.81266           0.85429              0.59914       1.16084       1.97866       0.83186       1.23366  0.000425  0.000425  0.000425
72     73  1294.2000         1.00474         1.58342         0.64704         1.04120               0.93758            0.78252           0.90652              0.63676               0.96172            0.80336           0.89867              0.63788       1.17786       1.79759       0.79132       1.20324  0.000410  0.000410  0.000410
73     74  1311.5700         1.01308         1.66117         0.69421         1.06900               0.97347            0.73629           0.90866              0.65041               0.96405            0.76856           0.89726              0.64766       1.11890       1.75067       0.72843       1.19132  0.000396  0.000396  0.000396
74     75  1329.1900         1.00347         1.59075         0.66623         1.05633               0.89739            0.76599           0.89297              0.62832               0.88782            0.81941           0.89694              0.62644       1.30372       2.00674       0.69877       1.25831  0.000382  0.000382  0.000382
75     76  1346.3400         0.98575         1.58949         0.66604         1.04378               0.90938            0.74866           0.88121              0.61668               0.92200            0.75907           0.87347              0.60950       1.19544       1.81845       0.69627       1.21575  0.000368  0.000368  0.000368
76     77  1363.9400         0.99185         1.53053         0.68057         1.04641               0.88124            0.75569           0.86825              0.61439               0.92484            0.77602           0.87216              0.61479       1.06351       1.67516       0.74362       1.15886  0.000354  0.000354  0.000354
77     78  1381.4300         1.02561         1.60774         0.67029         1.06023               0.84986            0.81040           0.89980              0.63507               0.90941            0.76954           0.90368              0.63302       1.15086       1.81749       0.70987       1.18483  0.000340  0.000340  0.000340
78     79  1398.7700         0.95589         1.51291         0.63024         1.03126               0.84037            0.81356           0.89760              0.65016               0.90653            0.76577           0.89869              0.63148       1.10126       1.75188       0.69498       1.17888  0.000326  0.000326  0.000326
79     80  1416.9100         0.94714         1.51903         0.63266         1.03224               0.80496            0.87908           0.87785              0.61769               0.94122            0.76580           0.87451              0.62571       1.23752       1.81012       0.65501       1.24217  0.000311  0.000311  0.000311
80     81  1434.0200         0.95858         1.55738         0.64314         1.03060               0.91187            0.76141           0.86443              0.61602               0.94065            0.77898           0.85005              0.60690       1.08892       1.89875       0.65290       1.19359  0.000297  0.000297  0.000297
81     82  1450.9300         0.94871         1.50648         0.62137         1.02450               0.90151            0.75346           0.88218              0.62694               0.91989            0.78015           0.87721              0.63780       1.23074       1.76715       0.72402       1.25458  0.000283  0.000283  0.000283
82     83  1468.7700         0.93947         1.49042         0.59531         1.01814               0.89853            0.75298           0.89234              0.61710               0.92511            0.77367           0.89531              0.61013       1.18916       1.73010       0.73134       1.18829  0.000269  0.000269  0.000269
83     84  1485.9300         0.95880         1.50836         0.63434         1.02691               0.87782            0.80442           0.90238              0.63926               0.92347            0.80864           0.90415              0.62251       1.13999       1.73457       0.68111       1.18250  0.000255  0.000255  0.000255
84     85  1503.1400         0.92844         1.44415         0.61970         1.02448               0.88913            0.76502           0.88137              0.63199               0.91462            0.78568           0.88690              0.63638       1.17533       1.77311       0.70021       1.19313  0.000241  0.000241  0.000241
85     86  1520.6800         0.95181         1.49851         0.62166         1.01470               0.87228            0.83917           0.89799              0.64223               0.90139            0.83253           0.90367              0.64095       1.06220       1.68017       0.70462       1.15610  0.000226  0.000226  0.000226
86     87  1537.8800         0.93346         1.47626         0.60069         1.01347               0.86841            0.78684           0.87320              0.63389               0.89251            0.80754           0.88046              0.62657       1.09802       1.72193       0.69394       1.17898  0.000212  0.000212  0.000212
87     88  1556.0400         0.91081         1.42731         0.59054         1.00410               0.94168            0.76505           0.89569              0.64604               0.95853            0.78623           0.90031              0.63674       1.14456       1.76165       0.64968       1.18710  0.000198  0.000198  0.000198
88     89  1572.8800         0.92259         1.44274         0.57227         1.01795               0.91125            0.78493           0.90613              0.64591               0.92182            0.77552           0.88899              0.62975       1.10838       1.72300       0.64820       1.18953  0.000184  0.000184  0.000184
89     90  1589.7900         0.91020         1.44071         0.55932         1.02129               0.85294            0.80014           0.87615              0.64353               0.87540            0.82097           0.88219              0.63213       1.11516       1.68843       0.65464       1.19182  0.000170  0.000170  0.000170
90     91  1609.3300         0.87883         1.40925         0.50668         0.99809               0.86375            0.82821           0.89200              0.62956               0.88595            0.84901           0.89888              0.63448       1.13929       1.73103       0.70678       1.17866  0.000156  0.000156  0.000156
91     92  1625.6800         0.84366         1.40863         0.49397         0.99843               0.84333            0.82442           0.90264              0.66198               0.88915            0.82608           0.90589              0.64895       1.07138       1.69644       0.67341       1.16586  0.000142  0.000142  0.000142
92     93  1641.8200         0.82603         1.34939         0.47012         0.99969               0.85464            0.82080           0.90244              0.66159               0.87716            0.84104           0.91014              0.64515       1.11261       1.69945       0.66168       1.17892  0.000127  0.000127  0.000127
93     94  1658.2400         0.84635         1.36042         0.47606         0.98630               0.90220            0.76642           0.90588              0.65442               0.92728            0.78664           0.90821              0.64569       1.13302       1.74891       0.65923       1.18555  0.000113  0.000113  0.000113
94     95  1674.1300         0.83299         1.36596         0.49192         0.99099               0.88777            0.79409           0.91475              0.65619               0.91147            0.81143           0.91450              0.65709       1.13039       1.62146       0.66198       1.17008  0.000099  0.000099  0.000099
95     96  1690.2500         0.83036         1.37989         0.48010         0.97803               0.90299            0.75631           0.90248              0.64398               0.90589            0.79090           0.90543              0.62441       1.09332       1.73504       0.66256       1.18719  0.000085  0.000085  0.000085
96     97  1706.9100         0.80038         1.32423         0.45366         0.96980               0.89285            0.81291           0.91377              0.65635               0.91785            0.82710           0.91426              0.64050       1.07996       1.65371       0.66299       1.16867  0.000071  0.000071  0.000071
97     98  1722.9000         0.81083         1.33930         0.45944         0.97729               0.88848            0.82221           0.91554              0.65827               0.91428            0.82761           0.91617              0.64482       1.08851       1.68794       0.66337       1.18285  0.000057  0.000057  0.000057
98     99  1738.9800         0.81203         1.33997         0.46020         0.98675               0.89282            0.83002           0.91631              0.66475               0.92365            0.81692           0.91744              0.65151       1.11618       1.69773       0.66079       1.19011  0.000043  0.000043  0.000043
99    100  1755.1300         0.77036         1.29183         0.44490         0.95445               0.92635            0.77395           0.91776              0.66154               0.95177            0.79478           0.91912              0.65237       1.10014       1.70427       0.64843       1.18184  0.000028  0.000028  0.000028
Box curves displayed.
Mask curves displayed.
Validation Results: Ground Truth vs Prediction displayed.
Prediction on test images displayed.
All results have been saved and displayed.
for yolov12 segmentation