[CF]提交文件

data/labels/test/1.txt

@@ -0,0 +1 @@
+0 0.1207 0.0900 0.0383 0.0785

data/labels/test/2.txt

@@ -0,0 +1 @@
+0 0.1318 0.0900 0.0402 0.0949

data/labels/test/3.txt

@@ -0,0 +1 @@
+0 0.1199 0.1080 0.0391 0.0738

data/labels/test/4.txt

@@ -0,0 +1 @@
+0 0.1139 0.1191 0.0402 0.0719

data/labels/test/5.txt

@@ -0,0 +1 @@
+0 0.1334 0.0975 0.0332 0.0785

data/labels/train/1.txt

@@ -1 +1 @@
-0 0.4796854521625161 0.36631716906946254 0.19134993446920037 0.33944954128440374
+0 0.1195 0.0922 0.0367 0.0820

data/labels/train/2.txt

@@ -1 +1 @@
-0 0.5137614678899075 0.3695937090432503 0.17562254259501947 0.39580602883355154
+0 0.1281 0.0898 0.0492 0.1055

data/labels/train/3.txt

@@ -1 +1 @@
-0 0.4639580602883355 0.4272608125819135 0.1834862385321101 0.31716906946264745
+0 0.0656 0.0605 0.0242 0.0437

data/labels/train/4.txt

@@ -1,2 +1 @@
-0 0.4501965923984272 0.4757536041939713 0.17169069462647432 0.3093053735255571
-0 0.37418086500655307 0.4750982961992136 0.027522935779816536 0.0013106159895150426
+0 0.1141 0.1207 0.0461 0.0750

data/labels/train/5.txt

@@ -1 +1 @@
-0 0.515727391874181 0.3912188728702489 0.15596330275229378 0.34207077326343355
+0 0.0715 0.0555 0.0234 0.0461

data/labels/train/6.txt

@@ -0,0 +1 @@
+0 0.0391 0.0338 0.0172 0.0340

data/labels/train/7.txt

@@ -0,0 +1 @@
+0 0.0676 0.0373 0.0273 0.0621

data/labels/train/8.txt

@@ -0,0 +1 @@
+0 0.1098 0.1014 0.0531 0.0895

data/labels/train/9.txt

@@ -0,0 +1 @@
+0 0.0393 0.0385 0.0168 0.0324

data/labels/train/t_0.txt

@@ -0,0 +1 @@
+0 0.0305 0.1792 0.0307 0.0194

data/labels/train/t_104.txt

@@ -0,0 +1 @@
+0 0.0307 0.0875 0.0177 0.0139

data/labels/train/t_16.txt

@@ -0,0 +1 @@
+0 0.0266 0.0500 0.0156 0.0111

data/labels/train/t_24.txt

@@ -0,0 +1 @@
+0 0.0310 0.0324 0.0193 0.0148

data/labels/train/t_32.txt

@@ -0,0 +1 @@
+0 0.0349 0.0431 0.0167 0.0176

data/labels/train/t_40.txt

@@ -0,0 +1 @@
+0 0.0391 0.0565 0.0167 0.0148

data/labels/train/t_48.txt

@@ -0,0 +1 @@
+0 0.0406 0.0611 0.0167 0.0167

data/labels/train/t_56.txt

@@ -0,0 +1 @@
+0 0.0430 0.0690 0.0172 0.0157

data/labels/train/t_64.txt

@@ -0,0 +1 @@
+0 0.0427 0.0708 0.0167 0.0194

data/labels/train/t_72.txt

@@ -0,0 +1 @@
+0 0.0406 0.0639 0.0177 0.0148

data/labels/train/t_8.txt

@@ -0,0 +1 @@
+0 0.0232 0.0769 0.0182 0.0130

data/labels/train/t_80.txt

@@ -0,0 +1 @@
+0 0.0401 0.0593 0.0167 0.0148

data/labels/train/t_88.txt

@@ -0,0 +1 @@
+0 0.0349 0.0662 0.0177 0.0139

data/labels/train/t_96.txt

@@ -0,0 +1 @@
+0 0.0326 0.0769 0.0161 0.0130

data/labels/val/1.txt

@@ -1 +1 @@
-0 0.4796854521625161 0.36631716906946254 0.19134993446920037 0.33944954128440374
+0 0.1207 0.0900 0.0383 0.0785

data/labels/val/2.txt

@@ -1 +1 @@
-0 0.5137614678899075 0.3695937090432503 0.17562254259501947 0.39580602883355154
+0 0.1318 0.0900 0.0402 0.0949

data/labels/val/3.txt

@@ -1 +1 @@
-0 0.4639580602883355 0.4272608125819135 0.1834862385321101 0.31716906946264745
+0 0.1199 0.1080 0.0391 0.0738

data/labels/val/4.txt

@@ -1,2 +1 @@
-0 0.4501965923984272 0.4757536041939713 0.17169069462647432 0.3093053735255571
-0 0.37418086500655307 0.4750982961992136 0.027522935779816536 0.0013106159895150426
+0 0.1139 0.1191 0.0402 0.0719

data/labels/val/5.txt

@@ -1 +1 @@
-0 0.515727391874181 0.3912188728702489 0.15596330275229378 0.34207077326343355
+0 0.1334 0.0975 0.0332 0.0785

runs/detect/train10/args.yaml

@@ -0,0 +1,105 @@
+task: detect
+mode: train
+model: yolov8n.pt
+data: data.yaml
+epochs: 100
+time: null
+patience: 100
+batch: 3
+imgsz: 640
+save: true
+save_period: -1
+cache: false
+device: cpu
+workers: 8
+project: null
+name: train10
+exist_ok: false
+pretrained: true
+optimizer: auto
+verbose: true
+seed: 0
+deterministic: true
+single_cls: false
+rect: false
+cos_lr: false
+close_mosaic: 10
+resume: false
+amp: true
+fraction: 1.0
+profile: false
+freeze: null
+multi_scale: false
+overlap_mask: true
+mask_ratio: 4
+dropout: 0.0
+val: true
+split: val
+save_json: false
+conf: null
+iou: 0.7
+max_det: 300
+half: false
+dnn: false
+plots: true
+source: null
+vid_stride: 1
+stream_buffer: false
+visualize: false
+augment: false
+agnostic_nms: false
+classes: null
+retina_masks: false
+embed: null
+show: false
+save_frames: false
+save_txt: false
+save_conf: false
+save_crop: false
+show_labels: true
+show_conf: true
+show_boxes: true
+line_width: null
+format: torchscript
+keras: false
+optimize: false
+int8: false
+dynamic: false
+simplify: true
+opset: null
+workspace: null
+nms: false
+lr0: 0.01
+lrf: 0.01
+momentum: 0.937
+weight_decay: 0.0005
+warmup_epochs: 3.0
+warmup_momentum: 0.8
+warmup_bias_lr: 0.1
+box: 7.5
+cls: 0.5
+dfl: 1.5
+pose: 12.0
+kobj: 1.0
+nbs: 64
+hsv_h: 0.015
+hsv_s: 0.7
+hsv_v: 0.4
+degrees: 0.0
+translate: 0.1
+scale: 0.5
+shear: 0.0
+perspective: 0.0
+flipud: 0.0
+fliplr: 0.5
+bgr: 0.0
+mosaic: 1.0
+mixup: 0.0
+cutmix: 0.0
+copy_paste: 0.0
+copy_paste_mode: flip
+auto_augment: randaugment
+erasing: 0.4
+cfg: null
+tracker: botsort.yaml
+save_dir: C:\workspace\le-yolo\runs\detect\train10

runs/detect/train10/results.csv

@@ -0,0 +1,101 @@
+epoch,time,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
+1,2.15237,4.10715,7.90818,2.93368,0,0,0,0,4.75079,8.12561,2.83381,2e-05,2e-05,2e-05
+2,3.93527,4.78215,11.6103,2.7307,0,0,0,0,4.44004,7.89036,2.68241,5.9406e-05,5.9406e-05,5.9406e-05
+3,6.09022,4.85877,15.1978,3.02831,0,0,0,0,3.98802,7.80005,2.42954,9.802e-05,9.802e-05,9.802e-05
+4,7.82533,4.15706,9.88594,2.54063,0,0,0,0,3.38719,8.44905,2.16136,0.000135842,0.000135842,0.000135842
+5,9.55452,3.9357,10.3993,2.44584,0,0,0,0,2.74694,8.75513,1.92201,0.000172872,0.000172872,0.000172872
+6,11.1499,4.23942,11.9913,2.17049,0,0,0,0,2.74694,8.75513,1.92201,0.00020911,0.00020911,0.00020911
+7,12.7061,3.47331,7.61191,1.82003,0,0,0,0,2.28556,8.3777,1.77392,0.000244556,0.000244556,0.000244556
+8,14.3123,3.81466,9.37887,1.88602,0,0,0,0,2.28556,8.3777,1.77392,0.00027921,0.00027921,0.00027921
+9,15.838,3.60879,8.99538,1.98562,0,0,0,0,2.34142,8.27765,1.70731,0.000313072,0.000313072,0.000313072
+10,17.3242,3.22759,6.97442,1.91952,0,0,0,0,2.34142,8.27765,1.70731,0.000346142,0.000346142,0.000346142
+11,18.7994,2.50583,8.34153,1.59032,0,0,0,0,2.37981,8.33742,1.66435,0.00037842,0.00037842,0.00037842
+12,20.2713,2.86966,6.15765,1.74665,0,0,0,0,2.37981,8.33742,1.66435,0.000409906,0.000409906,0.000409906
+13,21.746,3.03076,6.3558,1.70751,0,0,0,0,2.37981,8.33742,1.66435,0.0004406,0.0004406,0.0004406
+14,23.2691,3.12477,6.5459,1.78796,0.00067,0.2,0.0004,4e-05,2.20285,8.04206,1.61002,0.000470502,0.000470502,0.000470502
+15,24.7619,2.72624,7.35283,1.67325,0.00067,0.2,0.0004,4e-05,2.20285,8.04206,1.61002,0.000499612,0.000499612,0.000499612
+16,26.4104,3.00116,6.37904,1.6277,0.00067,0.2,0.0004,4e-05,2.20285,8.04206,1.61002,0.00052793,0.00052793,0.00052793
+17,27.9069,2.96031,9.24214,1.66413,0.00067,0.2,0.0004,4e-05,2.20285,8.04206,1.61002,0.000555456,0.000555456,0.000555456
+18,29.4029,2.71697,5.26824,1.51382,0.00267,0.8,0.00536,0.00136,2.53448,6.70783,1.64669,0.00058219,0.00058219,0.00058219
+19,30.883,3.38,8.22484,1.92771,0.00267,0.8,0.00536,0.00136,2.53448,6.70783,1.64669,0.000608132,0.000608132,0.000608132
+20,32.3463,3.17811,6.65253,1.77461,0.00267,0.8,0.00536,0.00136,2.53448,6.70783,1.64669,0.000633282,0.000633282,0.000633282
+21,33.7906,2.73259,6.6083,1.70377,0.00267,0.8,0.00536,0.00136,2.53448,6.70783,1.64669,0.00065764,0.00065764,0.00065764
+22,35.249,2.02891,12.6585,1.25537,0.00267,0.8,0.00536,0.00136,2.53448,6.70783,1.64669,0.000681206,0.000681206,0.000681206
+23,36.7775,2.75162,6.55477,1.71404,0,0,0,0,4.57551,12.5284,3.58544,0.00070398,0.00070398,0.00070398
+24,38.2671,2.66222,7.18999,1.45974,0,0,0,0,4.57551,12.5284,3.58544,0.000725962,0.000725962,0.000725962
+25,39.724,2.34095,9.7604,1.65794,0,0,0,0,4.57551,12.5284,3.58544,0.000747152,0.000747152,0.000747152
+26,41.2212,3.16562,5.81449,1.8446,0,0,0,0,4.57551,12.5284,3.58544,0.00076755,0.00076755,0.00076755
+27,42.6659,2.7622,6.88626,1.69126,0,0,0,0,4.57551,12.5284,3.58544,0.000787156,0.000787156,0.000787156
+28,44.1048,2.25557,7.30223,1.58554,0,0,0,0,4.57551,12.5284,3.58544,0.00080597,0.00080597,0.00080597
+29,45.5775,2.34129,6.1449,1.44502,0,0,0,0,4.57551,12.5284,3.58544,0.000823992,0.000823992,0.000823992
+30,47.1503,3.3076,6.8318,1.67352,0,0,0,0,3.85789,8.52875,2.5864,0.000841222,0.000841222,0.000841222
+31,48.622,2.29501,5.85742,1.69171,0,0,0,0,3.85789,8.52875,2.5864,0.00085766,0.00085766,0.00085766
+32,50.0898,3.12506,10.7,1.56072,0,0,0,0,3.85789,8.52875,2.5864,0.000873306,0.000873306,0.000873306
+33,51.5286,2.27982,7.56218,1.41252,0,0,0,0,3.85789,8.52875,2.5864,0.00088816,0.00088816,0.00088816
+34,52.977,2.80517,7.67745,1.58378,0,0,0,0,3.85789,8.52875,2.5864,0.000902222,0.000902222,0.000902222
+35,54.4094,2.96348,13.9769,1.55462,0,0,0,0,3.85789,8.52875,2.5864,0.000915492,0.000915492,0.000915492
+36,55.9111,2.60316,7.14719,1.63128,0,0,0,0,3.85789,8.52875,2.5864,0.00092797,0.00092797,0.00092797
+37,57.3905,2.65264,6.41196,1.47957,0,0,0,0,3.85789,8.52875,2.5864,0.000939656,0.000939656,0.000939656
+38,58.9054,2.8241,5.89227,1.74661,0,0,0,0,3.83478,7.60814,2.56581,0.00095055,0.00095055,0.00095055
+39,60.3844,2.59658,5.93656,1.61413,0,0,0,0,3.83478,7.60814,2.56581,0.000960652,0.000960652,0.000960652
+40,61.8526,2.79419,6.27071,1.57009,0,0,0,0,3.83478,7.60814,2.56581,0.000969962,0.000969962,0.000969962
+41,63.2796,2.52456,5.3921,1.4351,0,0,0,0,3.83478,7.60814,2.56581,0.00097848,0.00097848,0.00097848
+42,64.6985,2.57433,5.25607,1.4543,0,0,0,0,3.83478,7.60814,2.56581,0.000986206,0.000986206,0.000986206
+43,66.1267,2.09207,5.99809,1.40307,0,0,0,0,3.83478,7.60814,2.56581,0.00099314,0.00099314,0.00099314
+44,67.5659,1.03058,9.24138,0.68261,0,0,0,0,3.83478,7.60814,2.56581,0.000999282,0.000999282,0.000999282
+45,69.0345,3.17989,7.31786,1.88545,0,0,0,0,3.83478,7.60814,2.56581,0.00100463,0.00100463,0.00100463
+46,70.4984,2.39904,6.28387,1.46406,0,0,0,0,3.83478,7.60814,2.56581,0.00100919,0.00100919,0.00100919
+47,71.9418,2.57154,4.95553,1.50455,0,0,0,0,3.83478,7.60814,2.56581,0.00101296,0.00101296,0.00101296
+48,73.3862,2.22441,7.36539,1.5422,0.002,0.6,0.00225,0.00087,2.5065,6.24603,1.60266,0.00101593,0.00101593,0.00101593
+49,74.888,2.12118,7.03254,1.44923,0.002,0.6,0.00225,0.00087,2.5065,6.24603,1.60266,0.00101811,0.00101811,0.00101811
+50,76.3194,2.60515,8.30577,1.66704,0.002,0.6,0.00225,0.00087,2.5065,6.24603,1.60266,0.0010195,0.0010195,0.0010195
+51,77.787,3.43834,5.40225,1.77999,0.002,0.6,0.00225,0.00087,2.5065,6.24603,1.60266,0.00101,0.00101,0.00101
+52,79.2324,2.8338,4.8016,1.45707,0.002,0.6,0.00225,0.00087,2.5065,6.24603,1.60266,0.0009902,0.0009902,0.0009902
+53,80.6959,2.48084,5.78052,1.66555,0.002,0.6,0.00225,0.00087,2.5065,6.24603,1.60266,0.0009704,0.0009704,0.0009704
+54,82.1982,2.62247,5.41639,1.45282,0.002,0.6,0.00225,0.00087,2.5065,6.24603,1.60266,0.0009506,0.0009506,0.0009506
+55,83.6268,2.52033,5.38949,1.56646,0.002,0.6,0.00225,0.00087,2.5065,6.24603,1.60266,0.0009308,0.0009308,0.0009308
+56,85.0647,2.75052,8.31577,1.64727,0.002,0.6,0.00225,0.00087,2.5065,6.24603,1.60266,0.000911,0.000911,0.000911
+57,86.5579,2.69185,9.04862,1.53253,0.002,0.6,0.00225,0.00087,2.5065,6.24603,1.60266,0.0008912,0.0008912,0.0008912
+58,88.0305,2.8506,5.35002,1.4502,0.00267,0.8,0.00376,0.00172,2.44369,5.62488,1.5529,0.0008714,0.0008714,0.0008714
+59,89.5127,2.18928,5.63913,1.41327,0.00267,0.8,0.00376,0.00172,2.44369,5.62488,1.5529,0.0008516,0.0008516,0.0008516
+60,90.9512,2.60716,5.22073,1.5456,0.00267,0.8,0.00376,0.00172,2.44369,5.62488,1.5529,0.0008318,0.0008318,0.0008318
+61,92.3964,2.79968,5.14334,1.78887,0.00267,0.8,0.00376,0.00172,2.44369,5.62488,1.5529,0.000812,0.000812,0.000812
+62,93.8556,2.5051,6.42938,1.50415,0.00267,0.8,0.00376,0.00172,2.44369,5.62488,1.5529,0.0007922,0.0007922,0.0007922
+63,95.3087,2.50527,4.54066,1.37217,0.00267,0.8,0.00376,0.00172,2.44369,5.62488,1.5529,0.0007724,0.0007724,0.0007724
+64,96.7551,2.27705,6.32583,1.37128,0.00267,0.8,0.00376,0.00172,2.44369,5.62488,1.5529,0.0007526,0.0007526,0.0007526
+65,98.2057,2.4905,5.60227,1.58123,0.00267,0.8,0.00376,0.00172,2.44369,5.62488,1.5529,0.0007328,0.0007328,0.0007328
+66,99.6561,2.39764,5.09504,1.72524,0.00267,0.8,0.00376,0.00172,2.44369,5.62488,1.5529,0.000713,0.000713,0.000713
+67,101.088,2.21677,6.28836,1.55337,0.00267,0.8,0.00376,0.00172,2.44369,5.62488,1.5529,0.0006932,0.0006932,0.0006932
+68,102.557,2.29339,7.09883,1.55504,0.00267,0.8,0.00376,0.00172,2.44369,5.62488,1.5529,0.0006734,0.0006734,0.0006734
+69,104.019,2.55428,5.22928,1.37928,0,0,0,0,3.97495,8.74647,2.37126,0.0006536,0.0006536,0.0006536
+70,105.589,2.56997,5.53842,1.40863,0,0,0,0,3.97495,8.74647,2.37126,0.0006338,0.0006338,0.0006338
+71,107.062,2.07149,5.09006,1.52674,0,0,0,0,3.97495,8.74647,2.37126,0.000614,0.000614,0.000614
+72,108.499,2.66247,9.06816,1.45863,0,0,0,0,3.97495,8.74647,2.37126,0.0005942,0.0005942,0.0005942
+73,109.931,2.29528,4.94017,1.61792,0,0,0,0,3.97495,8.74647,2.37126,0.0005744,0.0005744,0.0005744
+74,111.395,2.71941,5.18982,1.46867,0,0,0,0,3.97495,8.74647,2.37126,0.0005546,0.0005546,0.0005546
+75,112.914,2.39842,4.95458,1.50934,0,0,0,0,3.97495,8.74647,2.37126,0.0005348,0.0005348,0.0005348
+76,114.479,2.37364,5.87176,1.7061,0,0,0,0,3.97495,8.74647,2.37126,0.000515,0.000515,0.000515
+77,115.93,2.86885,5.66565,1.58912,0,0,0,0,3.97495,8.74647,2.37126,0.0004952,0.0004952,0.0004952
+78,117.421,2.4018,5.22703,1.43158,0,0,0,0,3.97495,8.74647,2.37126,0.0004754,0.0004754,0.0004754
+79,118.905,3.29361,8.62482,1.33964,0.00133,0.4,0.00095,0.00018,2.67922,6.82955,1.777,0.0004556,0.0004556,0.0004556
+80,120.362,2.55336,5.20249,1.59513,0.00133,0.4,0.00095,0.00018,2.67922,6.82955,1.777,0.0004358,0.0004358,0.0004358
+81,121.806,2.96051,5.62562,1.40885,0.00133,0.4,0.00095,0.00018,2.67922,6.82955,1.777,0.000416,0.000416,0.000416
+82,123.274,2.33703,7.62446,1.43482,0.00133,0.4,0.00095,0.00018,2.67922,6.82955,1.777,0.0003962,0.0003962,0.0003962
+83,124.747,2.71716,5.33016,1.4441,0.00133,0.4,0.00095,0.00018,2.67922,6.82955,1.777,0.0003764,0.0003764,0.0003764
+84,126.234,2.97259,10.9306,1.7456,0.00133,0.4,0.00095,0.00018,2.67922,6.82955,1.777,0.0003566,0.0003566,0.0003566
+85,127.668,2.4975,5.17894,1.35799,0.00133,0.4,0.00095,0.00018,2.67922,6.82955,1.777,0.0003368,0.0003368,0.0003368
+86,129.099,2.85449,5.79194,1.75594,0.00133,0.4,0.00095,0.00018,2.67922,6.82955,1.777,0.000317,0.000317,0.000317
+87,130.553,2.56851,5.01261,1.60536,0.00133,0.4,0.00095,0.00018,2.67922,6.82955,1.777,0.0002972,0.0002972,0.0002972
+88,132.006,2.13158,5.80457,1.35059,0.00133,0.4,0.00095,0.00018,2.67922,6.82955,1.777,0.0002774,0.0002774,0.0002774
+89,133.453,2.93665,4.85206,1.41216,0.00133,0.4,0.00095,0.00018,2.67922,6.82955,1.777,0.0002576,0.0002576,0.0002576
+90,135.029,2.13254,4.76886,1.44755,0.00267,0.8,0.00254,0.00117,2.2423,5.81152,1.54488,0.0002378,0.0002378,0.0002378
+91,136.566,2.59578,6.79838,1.44511,0.00267,0.8,0.00254,0.00117,2.2423,5.81152,1.54488,0.000218,0.000218,0.000218
+92,138.074,2.96549,5.36162,1.63107,0.00267,0.8,0.00254,0.00117,2.2423,5.81152,1.54488,0.0001982,0.0001982,0.0001982
+93,139.528,3.14921,6.09155,1.49755,0.00267,0.8,0.00254,0.00117,2.2423,5.81152,1.54488,0.0001784,0.0001784,0.0001784
+94,140.982,2.82263,9.81172,1.62463,0.00267,0.8,0.00254,0.00117,2.2423,5.81152,1.54488,0.0001586,0.0001586,0.0001586
+95,142.506,3.00455,7.07771,1.3089,0.00267,0.8,0.00254,0.00117,2.2423,5.81152,1.54488,0.0001388,0.0001388,0.0001388
+96,143.962,2.62392,7.76821,1.43628,0.00267,0.8,0.00254,0.00117,2.2423,5.81152,1.54488,0.000119,0.000119,0.000119
+97,145.397,3.00213,6.62747,1.54027,0.00267,0.8,0.00254,0.00117,2.2423,5.81152,1.54488,9.92e-05,9.92e-05,9.92e-05
+98,146.915,2.36063,8.50712,1.50763,0.00267,0.8,0.00254,0.00117,2.2423,5.81152,1.54488,7.94e-05,7.94e-05,7.94e-05
+99,148.36,2.54891,9.09819,1.45869,0.00267,0.8,0.00254,0.00117,2.2423,5.81152,1.54488,5.96e-05,5.96e-05,5.96e-05
+100,149.847,2.37084,7.07748,1.42546,0.00267,0.8,0.003,0.00153,2.25372,5.73762,1.56139,3.98e-05,3.98e-05,3.98e-05