File size: 33,936 Bytes
4af8499
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
                  epoch,         train/box_loss,         train/cls_loss,         train/dfl_loss,   metrics/precision(B),      metrics/recall(B),       metrics/mAP50(B),    metrics/mAP50-95(B),           val/box_loss,           val/cls_loss,           val/dfl_loss,                 lr/pg0,                 lr/pg1,                 lr/pg2
                      1,                 1.3478,                 1.3718,                 1.8262,                0.01273,                0.01347,                0.00679,                0.00219,                 5.4969,                 13.097,                  15.69,             0.00065873,             0.00065873,             0.00065873
                      2,                 1.3922,                 1.0492,                  1.836,                  0.085,                0.11448,                0.04974,                0.01989,                  3.939,                 5.6935,                 7.6263,              0.0013123,              0.0013123,              0.0013123
                      3,                 1.3559,                0.99059,                 1.8046,                0.30682,                0.09091,                0.16854,                0.06396,                 2.4277,                 2.5658,                 3.7646,              0.0019526,              0.0019526,              0.0019526
                      4,                 1.3284,                0.96054,                 1.7755,                0.59434,                0.21212,                0.38725,                0.11933,                 3.1975,                    2.1,                 4.9834,              0.0019406,              0.0019406,              0.0019406
                      5,                  1.265,                0.87471,                 1.7208,                0.55556,                0.03367,                0.30101,                0.14644,                 3.1218,                 4.1386,                 4.0469,              0.0019208,              0.0019208,              0.0019208
                      6,                 1.2434,                0.85411,                 1.7102,                0.66537,                0.57576,                0.62507,                0.21101,                 2.8025,                 1.6863,                 4.7715,               0.001901,               0.001901,               0.001901
                      7,                 1.2078,                0.79748,                 1.6543,                0.99259,                0.90236,                0.95048,                0.63581,                 1.4675,                0.67989,                 2.6689,              0.0018812,              0.0018812,              0.0018812
                      8,                 1.1916,                 0.7914,                 1.6471,                0.98507,                0.88889,                0.94275,                0.64041,                 1.4162,                0.71734,                 2.6028,              0.0018614,              0.0018614,              0.0018614
                      9,                 1.1597,                0.75815,                 1.6211,                0.97576,                0.54209,                0.76414,                0.45217,                 1.9686,                0.94967,                 3.2282,              0.0018416,              0.0018416,              0.0018416
                     10,                 1.1518,                 0.7565,                 1.6145,                      1,                0.53535,                0.76765,                0.48182,                 1.8186,                0.82421,                  3.183,              0.0018218,              0.0018218,              0.0018218
                     11,                 1.1018,                0.70017,                 1.5828,                 0.9834,                0.79798,                0.89649,                0.58216,                 1.5045,                 0.7954,                 2.6974,               0.001802,               0.001802,               0.001802
                     12,                 1.1146,                0.69738,                 1.5907,                0.98157,                0.71717,                 0.8549,                0.53135,                  1.671,                 0.7921,                 2.9258,              0.0017822,              0.0017822,              0.0017822
                     13,                 1.1048,                0.69778,                 1.5741,                0.92334,                0.89226,                0.93501,                0.57812,                 1.5841,                0.78608,                  2.761,              0.0017624,              0.0017624,              0.0017624
                     14,                 1.0977,                0.67001,                 1.5709,                      1,                0.67003,                0.83502,                0.61499,                 1.3701,                0.61031,                 2.4018,              0.0017426,              0.0017426,              0.0017426
                     15,                  1.092,                0.66586,                 1.5591,                 0.9668,                0.78451,                0.88791,                0.59178,                 1.5076,                0.72814,                 2.6223,              0.0017228,              0.0017228,              0.0017228
                     16,                 1.0669,                0.65043,                 1.5411,                0.99602,                0.84175,                0.92021,                0.65345,                 1.3433,                0.61592,                 2.4587,               0.001703,               0.001703,               0.001703
                     17,                 1.0669,                0.64179,                 1.5254,                0.99091,                0.73401,                0.86534,                0.62988,                 1.4176,                0.62969,                 2.4623,              0.0016832,              0.0016832,              0.0016832
                     18,                 1.0713,                0.65812,                 1.5421,                0.98419,                0.83838,                0.91626,                0.62718,                 1.4537,                0.60889,                 2.5961,              0.0016634,              0.0016634,              0.0016634
                     19,                 1.0559,                0.63673,                 1.5356,                0.99408,                0.56566,                 0.7811,                0.54133,                 1.5615,                0.65922,                 2.7743,              0.0016436,              0.0016436,              0.0016436
                     20,                 1.0584,                 0.6235,                 1.5253,                0.97473,                0.90909,                0.95245,                0.68153,                 1.2979,                0.58689,                 2.3091,              0.0016238,              0.0016238,              0.0016238
                     21,                 1.0555,                0.61948,                 1.5227,                0.98876,                0.88889,                0.94331,                0.69681,                 1.2508,                0.53997,                 2.2712,               0.001604,               0.001604,               0.001604
                     22,                 1.0246,                0.60863,                 1.5156,                0.99609,                0.85859,                0.92888,                0.64509,                 1.4572,                0.57637,                 2.6002,              0.0015842,              0.0015842,              0.0015842
                     23,                 1.0194,                0.61261,                 1.5037,                      1,                0.76431,                 0.8821,                 0.5878,                 1.6647,                0.59034,                 2.8853,              0.0015644,              0.0015644,              0.0015644
                     24,                  1.034,                0.61791,                 1.5137,                      1,                0.74074,                0.87036,                0.63358,                 1.3914,                 0.5494,                 2.3891,              0.0015446,              0.0015446,              0.0015446
                     25,                  1.017,                0.60895,                   1.51,                      1,                0.80471,                0.90229,                0.66935,                 1.3035,                0.52604,                 2.3286,              0.0015248,              0.0015248,              0.0015248
                     26,                 1.0049,                0.58844,                 1.4853,                      1,                0.86195,                0.93092,                0.68053,                 1.2989,                0.50234,                  2.324,               0.001505,               0.001505,               0.001505
                     27,                 1.0239,                0.58998,                 1.4901,                0.99576,                0.79125,                0.89479,                0.64356,                 1.4285,                0.54994,                 2.5179,              0.0014852,              0.0014852,              0.0014852
                     28,                 1.0179,                0.58364,                 1.4981,                      1,                0.69024,                0.84511,                0.62432,                 1.4143,                0.52522,                 2.4172,              0.0014654,              0.0014654,              0.0014654
                     29,                  1.001,                 0.5726,                 1.4808,                      1,                0.87205,                0.93596,                0.68831,                  1.274,                0.49818,                 2.3599,              0.0014456,              0.0014456,              0.0014456
                     30,                0.99356,                0.56136,                 1.4848,                      1,                0.68013,                0.84007,                0.64316,                 1.3109,                0.50287,                 2.3083,              0.0014258,              0.0014258,              0.0014258
                     31,                 0.9781,                0.56076,                 1.4732,                      1,                0.86195,                0.93092,                0.69376,                 1.2799,                0.51329,                 2.3302,               0.001406,               0.001406,               0.001406
                     32,                 1.0079,                0.57048,                 1.4823,                      1,                0.81818,                0.90905,                0.61826,                 1.5651,                0.55416,                 2.8562,              0.0013862,              0.0013862,              0.0013862
                     33,                0.99136,                0.55723,                 1.4732,                      1,                0.79125,                 0.8956,                0.65213,                 1.3681,                0.51104,                 2.4481,              0.0013664,              0.0013664,              0.0013664
                     34,                 0.9636,                0.55331,                  1.451,                 0.9854,                0.90909,                0.95333,                0.68223,                 1.3425,                0.53595,                 2.4244,              0.0013466,              0.0013466,              0.0013466
                     35,                  0.979,                0.55672,                  1.478,                      1,                0.76768,                 0.8838,                0.64553,                 1.4203,                0.51859,                 2.4285,              0.0013268,              0.0013268,              0.0013268
                     36,                0.94252,                0.53481,                  1.449,                      1,                0.85185,                0.92587,                0.62724,                 1.5067,                0.48609,                 2.5732,               0.001307,               0.001307,               0.001307
                     37,                0.97911,                 0.5495,                 1.4753,                 0.9913,                0.76768,                0.88232,                0.59737,                 1.5876,                 0.5396,                 2.8028,              0.0012872,              0.0012872,              0.0012872
                     38,                 0.9748,                0.54739,                 1.4574,                0.98828,                0.85185,                0.92345,                0.65264,                 1.3816,                0.48299,                 2.3807,              0.0012674,              0.0012674,              0.0012674
                     39,                0.96181,                0.53764,                 1.4428,                0.99569,                0.77778,                0.88823,                0.62514,                 1.4848,                0.50658,                 2.5851,              0.0012476,              0.0012476,              0.0012476
                     40,                0.97498,                0.53196,                 1.4617,                      1,                0.67677,                0.83835,                0.64278,                 1.2849,                0.46876,                 2.2352,              0.0012278,              0.0012278,              0.0012278
                     41,                0.95994,                0.53584,                 1.4515,                      1,                0.80135,                0.90064,                0.64919,                 1.4122,                0.52316,                 2.4286,               0.001208,               0.001208,               0.001208
                     42,                0.96609,                0.53921,                 1.4602,                0.99262,                0.90572,                0.95238,                0.68656,                 1.3259,                0.48855,                 2.4381,              0.0011882,              0.0011882,              0.0011882
                     43,                0.95538,                 0.5334,                 1.4405,                0.98842,                0.86195,                 0.9294,                0.64768,                  1.413,                0.49706,                 2.5352,              0.0011684,              0.0011684,              0.0011684
                     44,                0.96929,                0.53549,                 1.4538,                      1,                0.74411,                0.87201,                0.64593,                 1.3403,                0.46793,                 2.3406,              0.0011486,              0.0011486,              0.0011486
                     45,                0.95766,                 0.5201,                   1.44,                0.99611,                0.86195,                0.93066,                 0.6633,                 1.3679,                0.49041,                 2.4672,              0.0011288,              0.0011288,              0.0011288
                     46,                0.94408,                0.51216,                 1.4403,                 0.9959,                0.81818,                0.90866,                0.67668,                 1.3368,                0.49565,                 2.3125,               0.001109,               0.001109,               0.001109
                     47,                0.94649,                0.50635,                 1.4367,                      1,                 0.7037,                0.85181,                0.62768,                  1.383,                0.47548,                 2.4108,              0.0010892,              0.0010892,              0.0010892
                     48,                0.94115,                0.51912,                 1.4439,                      1,                0.83502,                0.91743,                0.63572,                 1.4657,                0.50808,                 2.5283,              0.0010694,              0.0010694,              0.0010694
                     49,                0.94782,                0.52734,                 1.4436,                      1,                0.87542,                0.93761,                0.66679,                 1.4033,                 0.4886,                 2.3673,              0.0010496,              0.0010496,              0.0010496
                     50,                  0.942,                0.51766,                 1.4456,                      1,                0.72391,                0.86191,                0.63399,                 1.4498,                0.49298,                 2.4747,              0.0010298,              0.0010298,              0.0010298
                     51,                0.94012,                0.52371,                 1.4373,                0.98897,                0.90572,                 0.9516,                0.65287,                 1.4631,                0.52538,                 2.5313,                0.00101,                0.00101,                0.00101
                     52,                 0.9233,                0.50079,                 1.4224,                0.99592,                0.82155,                0.91035,                0.64951,                 1.4476,                0.49726,                 2.5551,              0.0009902,              0.0009902,              0.0009902
                     53,                0.93849,                0.50722,                 1.4268,                0.98889,                0.89899,                0.94812,                0.65051,                 1.4595,                0.50114,                 2.5102,              0.0009704,              0.0009704,              0.0009704
                     54,                0.93696,                0.50834,                 1.4273,                      1,                0.82155,                0.91074,                0.64756,                 1.4396,                0.49129,                 2.4665,              0.0009506,              0.0009506,              0.0009506
                     55,                0.93805,                0.50211,                 1.4299,                0.99623,                0.88889,                0.94418,                0.66916,                 1.3704,                0.48048,                  2.403,              0.0009308,              0.0009308,              0.0009308
                     56,                 0.9266,                0.49136,                 1.4187,                      1,                0.83502,                0.91743,                0.66593,                 1.4284,                  0.517,                 2.5876,               0.000911,               0.000911,               0.000911
                     57,                0.91673,                 0.5024,                 1.4277,                      1,                0.84512,                0.92248,                0.62864,                 1.5073,                 0.4868,                 2.7354,              0.0008912,              0.0008912,              0.0008912
                     58,                0.93566,                 0.4929,                 1.4254,                0.99606,                0.85185,                0.92544,                0.66626,                 1.4069,                0.46941,                 2.4303,              0.0008714,              0.0008714,              0.0008714
                     59,                0.91572,                0.48294,                 1.4093,                      1,                0.85522,                0.92752,                0.66291,                 1.4211,                0.50224,                 2.5361,              0.0008516,              0.0008516,              0.0008516
                     60,                0.91344,                0.49736,                 1.4192,                      1,                0.78114,                0.89055,                0.63705,                 1.4465,                0.49754,                 2.4842,              0.0008318,              0.0008318,              0.0008318
                     61,                0.92522,                0.49194,                 1.4179,                0.98456,                0.85859,                0.92706,                0.67955,                 1.3519,                 0.4904,                 2.3712,               0.000812,               0.000812,               0.000812
                     62,                0.90989,                0.48228,                 1.4167,                0.99595,                0.82828,                0.91366,                0.64975,                 1.4192,                0.46464,                  2.519,              0.0007922,              0.0007922,              0.0007922
                     63,                0.90048,                0.48363,                  1.401,                0.99617,                0.87542,                0.93729,                0.67238,                 1.3481,                 0.4694,                 2.4206,              0.0007724,              0.0007724,              0.0007724
                     64,                0.90954,                0.49338,                  1.417,                0.99206,                0.84175,                0.92015,                 0.6897,                 1.2754,                0.43457,                 2.3034,              0.0007526,              0.0007526,              0.0007526
                     65,                0.89196,                0.47369,                  1.395,                 0.9878,                0.81818,                0.90716,                0.65679,                 1.3875,                0.46299,                 2.4236,              0.0007328,              0.0007328,              0.0007328
                     66,                0.89988,                0.47276,                 1.4006,                0.99234,                0.87205,                0.93534,                0.68949,                  1.261,                0.44364,                 2.2652,               0.000713,               0.000713,               0.000713
                     67,                0.90453,                0.48296,                 1.4171,                0.99615,                0.87205,                0.93565,                0.61787,                 1.5849,                0.52934,                 2.7921,              0.0006932,              0.0006932,              0.0006932
                     68,                0.89759,                0.47485,                 1.4045,                0.99603,                0.84512,                0.92205,                0.63909,                 1.4769,                0.48695,                 2.6058,              0.0006734,              0.0006734,              0.0006734
                     69,                0.88056,                0.46418,                 1.3954,                0.98188,                0.91246,                0.95472,                0.67872,                 1.3664,                0.46079,                 2.4766,              0.0006536,              0.0006536,              0.0006536
                     70,                0.90106,                 0.4595,                 1.4044,                0.99593,                0.82492,                0.91175,                0.63354,                 1.4977,                0.46126,                 2.5482,              0.0006338,              0.0006338,              0.0006338
                     71,                0.90963,                0.48202,                 1.4026,                0.99615,                0.87205,                 0.9355,                0.66681,                 1.3992,                0.45008,                 2.4364,               0.000614,               0.000614,               0.000614
                     72,                0.88411,                0.47371,                 1.3903,                0.98901,                0.90909,                 0.9537,                0.68587,                 1.3554,                0.46145,                 2.4393,              0.0005942,              0.0005942,              0.0005942
                     73,                 0.8979,                0.46949,                 1.3989,                0.99167,                0.80135,                0.89943,                0.63464,                 1.5445,                0.47869,                 2.6383,              0.0005744,              0.0005744,              0.0005744
                     74,                0.90887,                0.46921,                 1.4102,                      1,                0.83838,                0.91915,                0.66879,                 1.3589,                0.43575,                 2.4006,              0.0005546,              0.0005546,              0.0005546
                     75,                0.88551,                0.45933,                 1.3896,                0.99225,                0.86195,                0.93021,                0.66972,                 1.3988,                0.46016,                 2.4616,              0.0005348,              0.0005348,              0.0005348
                     76,                0.89449,                0.46384,                    1.4,                0.99603,                0.84512,                0.92173,                0.63648,                 1.5051,                 0.4818,                 2.6119,               0.000515,               0.000515,               0.000515
                     77,                0.87838,                0.45375,                 1.3781,                0.98864,                0.87879,                0.93819,                0.66895,                 1.4037,                 0.4544,                   2.47,              0.0004952,              0.0004952,              0.0004952
                     78,                0.88528,                0.45119,                  1.387,                0.98551,                0.91582,                0.95659,                0.68932,                 1.3391,                0.43608,                 2.3948,              0.0004754,              0.0004754,              0.0004754
                     79,                0.87915,                0.45753,                 1.3948,                      1,                0.85522,                0.92752,                0.67852,                  1.353,                0.44312,                 2.4037,              0.0004556,              0.0004556,              0.0004556
                     80,                0.86558,                0.45818,                  1.383,                0.97232,                0.94613,                0.97032,                0.65394,                  1.476,                0.46769,                 2.6132,              0.0004358,              0.0004358,              0.0004358
                     81,                0.87766,                0.45616,                 1.3845,                0.98535,                0.90572,                0.95085,                0.66991,                 1.4086,                0.43914,                 2.4867,               0.000416,               0.000416,               0.000416
                     82,                0.88427,                 0.4659,                 1.3854,                0.98535,                0.90572,                0.95128,                0.67435,                 1.3983,                0.44466,                 2.4907,              0.0003962,              0.0003962,              0.0003962
                     83,                0.87161,                0.44787,                 1.3778,                0.99209,                0.84512,                0.92175,                0.65718,                 1.4406,                0.44193,                 2.5238,              0.0003764,              0.0003764,              0.0003764
                     84,                0.87491,                0.43912,                 1.3804,                 0.9878,                0.81818,                0.90745,                 0.6344,                  1.505,                0.47644,                 2.6386,              0.0003566,              0.0003566,              0.0003566
                     85,                0.85046,                0.43637,                 1.3758,                0.99222,                0.85859,                0.92791,                0.65096,                 1.4376,                0.45598,                 2.5513,              0.0003368,              0.0003368,              0.0003368
                     86,                0.85985,                0.43885,                 1.3698,                0.98885,                0.89562,                0.94673,                0.67424,                 1.4043,                0.46118,                 2.4907,               0.000317,               0.000317,               0.000317
                     87,                0.85343,                0.44242,                 1.3639,                0.99262,                0.90572,                0.95212,                0.69238,                 1.3146,                0.43872,                 2.3239,              0.0002972,              0.0002972,              0.0002972
                     88,                 0.8668,                0.44139,                 1.3755,                0.98134,                0.88552,                0.94074,                 0.6778,                 1.3622,                0.45564,                 2.4174,              0.0002774,              0.0002774,              0.0002774
                     89,                 0.8663,                0.45031,                 1.3774,                0.99231,                0.86869,                0.93361,                0.68103,                 1.3631,                0.43537,                 2.4287,              0.0002576,              0.0002576,              0.0002576
                     90,                0.84358,                0.43307,                 1.3598,                0.98824,                0.84848,                0.92315,                0.67424,                 1.3391,                0.41945,                 2.3748,              0.0002378,              0.0002378,              0.0002378
                     91,                0.73533,                0.31995,                 1.5025,                0.98819,                0.84512,                0.92096,                 0.6719,                 1.3428,                0.44235,                 2.3746,               0.000218,               0.000218,               0.000218
                     92,                0.73367,                0.28682,                 1.4978,                0.99602,                0.84175,                0.92049,                0.66825,                 1.3798,                0.43313,                 2.4665,              0.0001982,              0.0001982,              0.0001982
                     93,                 0.7154,                 0.2854,                 1.4861,                      1,                0.83838,                0.91915,                0.67705,                 1.3601,                0.43243,                 2.4514,              0.0001784,              0.0001784,              0.0001784
                     94,                0.72143,                0.28107,                 1.5006,                0.98851,                0.86869,                0.93335,                0.67054,                 1.3819,                0.43954,                 2.4453,              0.0001586,              0.0001586,              0.0001586
                     95,                0.70859,                0.27644,                 1.4875,                0.99609,                0.85859,                0.92896,                0.66574,                 1.4123,                0.44681,                 2.5099,              0.0001388,              0.0001388,              0.0001388
                     96,                0.70266,                0.27193,                 1.4672,                0.98188,                0.91246,                0.95493,                0.66405,                 1.4255,                0.44663,                 2.5752,               0.000119,               0.000119,               0.000119
                     97,                0.69778,                0.27072,                 1.4588,                0.97778,                0.88889,                0.94262,                0.65536,                 1.4441,                0.45636,                  2.602,               9.92e-05,               9.92e-05,               9.92e-05
                     98,                0.69723,                0.26729,                 1.4658,                0.97826,                0.90909,                0.95206,                0.67036,                 1.4061,                0.44486,                 2.5214,               7.94e-05,               7.94e-05,               7.94e-05
                     99,                 0.6767,                0.26387,                 1.4429,                0.97834,                0.91246,                0.95368,                0.68062,                 1.3823,                 0.4365,                 2.5072,               5.96e-05,               5.96e-05,               5.96e-05
                    100,                0.69184,                0.26839,                 1.4539,                0.98529,                0.90236,                0.94934,                0.66894,                 1.4085,                0.43594,                 2.5444,               3.98e-05,               3.98e-05,               3.98e-05