Upload folder using huggingface_hub

.gitattributes

@@ -33,3 +33,24 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+F1_curve.png filter=lfs diff=lfs merge=lfs -text
+PR_curve.png filter=lfs diff=lfs merge=lfs -text
+P_curve.png filter=lfs diff=lfs merge=lfs -text
+R_curve.png filter=lfs diff=lfs merge=lfs -text
+confusion_matrix.png filter=lfs diff=lfs merge=lfs -text
+confusion_matrix_normalized.png filter=lfs diff=lfs merge=lfs -text
+labels.jpg filter=lfs diff=lfs merge=lfs -text
+labels_correlogram.jpg filter=lfs diff=lfs merge=lfs -text
+results.png filter=lfs diff=lfs merge=lfs -text
+train_batch0.jpg filter=lfs diff=lfs merge=lfs -text
+train_batch1.jpg filter=lfs diff=lfs merge=lfs -text
+train_batch10620.jpg filter=lfs diff=lfs merge=lfs -text
+train_batch10621.jpg filter=lfs diff=lfs merge=lfs -text
+train_batch10622.jpg filter=lfs diff=lfs merge=lfs -text
+train_batch2.jpg filter=lfs diff=lfs merge=lfs -text
+val_batch0_labels.jpg filter=lfs diff=lfs merge=lfs -text
+val_batch0_pred.jpg filter=lfs diff=lfs merge=lfs -text
+val_batch1_labels.jpg filter=lfs diff=lfs merge=lfs -text
+val_batch1_pred.jpg filter=lfs diff=lfs merge=lfs -text
+val_batch2_labels.jpg filter=lfs diff=lfs merge=lfs -text
+val_batch2_pred.jpg filter=lfs diff=lfs merge=lfs -text

args.yaml

@@ -0,0 +1,106 @@
+task: detect
+mode: train
+model: yolov8n.pt
+data: /content/Smart-City-Security-1/data.yaml
+epochs: 100
+time: null
+patience: 100
+batch: 16
+imgsz: 640
+save: true
+save_period: -1
+cache: false
+device: 0
+workers: 8
+project: null
+name: smart_city_security_model3
+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: true
+overlap_mask: true
+mask_ratio: 4
+dropout: 0.0
+val: true
+split: val
+save_json: false
+save_hybrid: 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: true
+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: 0.1
+momentum: 0.937
+weight_decay: 0.0005
+warmup_epochs: 5
+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: 10.0
+translate: 0.1
+scale: 0.5
+shear: 2.0
+perspective: 0.0
+flipud: 0.0
+fliplr: 0.5
+bgr: 0.0
+mosaic: true
+mixup: 0.2
+copy_paste: 0.0
+copy_paste_mode: flip
+auto_augment: randaugment
+erasing: 0.4
+crop_fraction: 1.0
+cfg: null
+tracker: botsort.yaml
+save_dir: runs/detect/smart_city_security_model3

events.out.tfevents.1740152515.584457ae7e2d.1132.0

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:21b178d09c7f3fbfed4cd85b393204be7a124ea8c86709d906153ac6bc26a075
+size 252067

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
+1,22.0552,1.81715,3.85575,1.86702,0.35887,0.24205,0.21337,0.10594,1.80022,2.17708,1.51977,0.000152497,0.000152497,0.000152497
+2,36.6482,1.72352,3.15277,1.77076,0.52993,0.35866,0.38854,0.19313,1.62451,2.29462,1.47545,0.00030354,0.00030354,0.00030354
+3,50.9595,1.75489,2.95779,1.81081,0.39804,0.40731,0.37902,0.1752,1.57925,2.35772,1.57491,0.000451815,0.000451815,0.000451815
+4,64.7484,1.69782,2.75327,1.76757,0.43372,0.36665,0.33448,0.1836,1.81033,2.22522,1.77458,0.000597321,0.000597321,0.000597321
+5,78.4708,1.73838,2.78502,1.79769,0.55606,0.40411,0.36415,0.21315,1.59535,1.91484,1.56921,0.00074006,0.00074006,0.00074006
+6,92.0292,1.71096,2.58502,1.77662,0.33371,0.28479,0.31029,0.16982,1.70293,2.46456,1.60792,0.000734395,0.000734395,0.000734395
+7,105.76,1.68105,2.52107,1.77287,0.4429,0.40155,0.37673,0.20505,1.76515,1.83941,1.60644,0.000727474,0.000727474,0.000727474
+8,119.393,1.65451,2.36039,1.74395,0.63396,0.40407,0.46218,0.24902,1.70631,1.67755,1.58554,0.000720553,0.000720553,0.000720553
+9,133.018,1.68168,2.35435,1.76638,0.58674,0.43893,0.43225,0.24041,1.57535,1.72026,1.5328,0.000713632,0.000713632,0.000713632
+10,146.41,1.60972,2.20127,1.71606,0.4565,0.46782,0.42436,0.21622,1.77769,1.68577,1.56738,0.000706711,0.000706711,0.000706711
+11,159.812,1.63678,2.20451,1.72686,0.40889,0.45661,0.42268,0.24335,1.58106,1.5832,1.51679,0.00069979,0.00069979,0.00069979
+12,173.354,1.5898,2.12315,1.70056,0.54944,0.54139,0.51734,0.29842,1.61845,1.52477,1.53357,0.000692869,0.000692869,0.000692869
+13,186.915,1.58336,2.0769,1.68179,0.52918,0.46329,0.48091,0.26574,1.73791,1.62044,1.53832,0.000685948,0.000685948,0.000685948
+14,200.384,1.5613,2.00676,1.64536,0.49973,0.42438,0.43827,0.25179,1.61261,1.60565,1.5402,0.000679027,0.000679027,0.000679027
+15,213.87,1.54706,1.987,1.66558,0.60695,0.57085,0.55283,0.2995,1.69478,1.50371,1.52099,0.000672106,0.000672106,0.000672106
+16,227.585,1.53137,1.92901,1.64921,0.59348,0.53925,0.52894,0.29706,1.67544,1.66335,1.52321,0.000665185,0.000665185,0.000665185
+17,240.835,1.53068,1.95105,1.64461,0.59785,0.52123,0.5357,0.29091,1.63456,1.41186,1.48782,0.000658264,0.000658264,0.000658264
+18,254.346,1.52981,1.90686,1.63783,0.54433,0.51071,0.51463,0.29023,1.71943,1.39457,1.53034,0.000651343,0.000651343,0.000651343
+19,267.978,1.52898,1.88971,1.65116,0.56641,0.58644,0.57395,0.34425,1.55031,1.37375,1.47986,0.000644422,0.000644422,0.000644422
+20,281.491,1.50533,1.85623,1.63268,0.57089,0.54996,0.55256,0.32126,1.53451,1.35287,1.44605,0.000637501,0.000637501,0.000637501
+21,294.872,1.50058,1.84068,1.6016,0.55097,0.5576,0.54134,0.31984,1.6144,1.31714,1.46752,0.00063058,0.00063058,0.00063058
+22,308.238,1.48165,1.82373,1.60871,0.62976,0.56257,0.56168,0.34273,1.52474,1.27759,1.40988,0.000623659,0.000623659,0.000623659
+23,321.789,1.45574,1.79368,1.60374,0.57755,0.52879,0.54476,0.32362,1.59637,1.29978,1.46298,0.000616738,0.000616738,0.000616738
+24,335.187,1.48036,1.77788,1.6004,0.63596,0.65491,0.64348,0.38235,1.42723,1.21004,1.37814,0.000609817,0.000609817,0.000609817
+25,348.867,1.45317,1.74637,1.60404,0.54993,0.57429,0.56807,0.36998,1.36563,1.17668,1.36407,0.000602896,0.000602896,0.000602896
+26,362.235,1.47673,1.72111,1.60313,0.63802,0.57921,0.62092,0.38707,1.40813,1.24299,1.39129,0.000595975,0.000595975,0.000595975
+27,376.026,1.45955,1.72459,1.59331,0.63538,0.65906,0.6289,0.37628,1.48503,1.2397,1.38839,0.000589054,0.000589054,0.000589054
+28,389.394,1.45245,1.71233,1.57164,0.63696,0.64665,0.63017,0.35982,1.61916,1.23484,1.43448,0.000582133,0.000582133,0.000582133
+29,402.843,1.44402,1.69067,1.58774,0.52447,0.67648,0.62061,0.34316,1.75054,1.26244,1.51306,0.000575212,0.000575212,0.000575212
+30,416.337,1.41187,1.6513,1.54371,0.64357,0.59663,0.60606,0.37212,1.52012,1.22119,1.38383,0.000568291,0.000568291,0.000568291
+31,429.784,1.43486,1.67272,1.5819,0.6448,0.63825,0.64153,0.39013,1.49038,1.20462,1.40844,0.00056137,0.00056137,0.00056137
+32,443.387,1.42442,1.64483,1.55706,0.64482,0.63926,0.63578,0.40343,1.46547,1.16172,1.36132,0.000554449,0.000554449,0.000554449
+33,456.813,1.40563,1.65734,1.5629,0.63208,0.62956,0.61793,0.39639,1.40307,1.19614,1.3706,0.000547528,0.000547528,0.000547528
+34,470.296,1.42026,1.61005,1.56459,0.64395,0.63164,0.62253,0.3878,1.35778,1.15118,1.35297,0.000540607,0.000540607,0.000540607
+35,483.602,1.41713,1.6491,1.55062,0.58288,0.62129,0.63094,0.38066,1.46146,1.16252,1.36156,0.000533686,0.000533686,0.000533686
+36,497.135,1.4136,1.59611,1.54663,0.66117,0.67335,0.68089,0.42909,1.38264,1.10787,1.35012,0.000526765,0.000526765,0.000526765
+37,510.403,1.38546,1.56537,1.52316,0.67786,0.68489,0.68431,0.43552,1.27198,1.10266,1.3138,0.000519844,0.000519844,0.000519844
+38,523.856,1.38563,1.55109,1.52082,0.69339,0.65476,0.66459,0.42716,1.35885,1.09311,1.31532,0.000512923,0.000512923,0.000512923
+39,537.374,1.3909,1.55628,1.5383,0.76589,0.66149,0.67238,0.41536,1.36615,1.13623,1.34862,0.000506002,0.000506002,0.000506002
+40,550.624,1.39309,1.52679,1.52642,0.66859,0.73055,0.71,0.43563,1.35723,1.07116,1.33955,0.000499081,0.000499081,0.000499081
+41,564.361,1.38278,1.53875,1.5247,0.68321,0.67591,0.65551,0.42693,1.26005,1.09776,1.33319,0.00049216,0.00049216,0.00049216
+42,577.835,1.37283,1.50681,1.53785,0.7084,0.64869,0.67052,0.40861,1.52357,1.07699,1.39441,0.000485239,0.000485239,0.000485239
+43,591.179,1.37496,1.52461,1.52467,0.71015,0.69248,0.70385,0.45484,1.24288,1.0635,1.29778,0.000478318,0.000478318,0.000478318
+44,604.582,1.37273,1.51555,1.51886,0.71674,0.67724,0.70941,0.45843,1.28553,1.03412,1.31705,0.000471397,0.000471397,0.000471397
+45,617.895,1.33926,1.45914,1.49884,0.6134,0.67143,0.66861,0.43094,1.34068,1.05729,1.33479,0.000464476,0.000464476,0.000464476
+46,631.263,1.34951,1.4795,1.49956,0.66098,0.67703,0.67084,0.42732,1.37368,1.07309,1.32722,0.000457555,0.000457555,0.000457555
+47,644.799,1.36825,1.48753,1.51204,0.71689,0.70806,0.72157,0.45045,1.31675,1.00857,1.30088,0.000450634,0.000450634,0.000450634
+48,658.348,1.33623,1.46643,1.49674,0.77741,0.66857,0.73148,0.45081,1.34645,1.02261,1.33011,0.000443713,0.000443713,0.000443713
+49,671.798,1.33868,1.44667,1.49457,0.67934,0.70728,0.70816,0.44741,1.32206,1.03664,1.33094,0.000436792,0.000436792,0.000436792
+50,685.29,1.32919,1.41095,1.48787,0.74384,0.68491,0.68892,0.46387,1.22614,0.98138,1.27574,0.000429871,0.000429871,0.000429871
+51,699.075,1.33409,1.46664,1.49679,0.73566,0.6379,0.66248,0.42214,1.44741,1.06656,1.3444,0.00042295,0.00042295,0.00042295
+52,712.581,1.34736,1.43775,1.46971,0.74272,0.69066,0.70688,0.46232,1.1955,1.00562,1.27185,0.000416029,0.000416029,0.000416029
+53,726.066,1.31651,1.38812,1.46782,0.69775,0.68923,0.68945,0.4566,1.22133,1.02532,1.28869,0.000409108,0.000409108,0.000409108
+54,739.675,1.30604,1.35038,1.47389,0.72516,0.75575,0.73566,0.48197,1.23434,0.94642,1.27795,0.000402187,0.000402187,0.000402187
+55,753.223,1.33153,1.40096,1.50081,0.7548,0.68074,0.71419,0.4858,1.22535,0.94928,1.25972,0.000395266,0.000395266,0.000395266
+56,766.834,1.32178,1.38731,1.481,0.74545,0.70949,0.72527,0.48889,1.15502,0.94198,1.24167,0.000388345,0.000388345,0.000388345
+57,780.421,1.32633,1.42254,1.4953,0.7346,0.66188,0.69312,0.43244,1.40606,1.01259,1.32429,0.000381424,0.000381424,0.000381424
+58,793.718,1.30989,1.38835,1.46449,0.75849,0.72605,0.73184,0.48772,1.20281,0.97287,1.27065,0.000374503,0.000374503,0.000374503
+59,807.191,1.30403,1.35798,1.47318,0.7391,0.71059,0.72015,0.47245,1.20463,1.01514,1.26888,0.000367582,0.000367582,0.000367582
+60,820.669,1.29763,1.3651,1.46451,0.71743,0.73618,0.71256,0.48002,1.25983,0.93804,1.30087,0.000360661,0.000360661,0.000360661
+61,834.177,1.29647,1.34135,1.44681,0.73559,0.68858,0.73107,0.48294,1.19967,0.93797,1.26116,0.00035374,0.00035374,0.00035374
+62,847.539,1.29223,1.33655,1.45176,0.72563,0.69235,0.7036,0.46593,1.16177,0.9721,1.25853,0.000346819,0.000346819,0.000346819
+63,861.026,1.28192,1.32403,1.43876,0.72623,0.76704,0.75322,0.48426,1.2573,0.93788,1.27452,0.000339898,0.000339898,0.000339898
+64,874.428,1.31066,1.36404,1.46096,0.74254,0.73556,0.72364,0.47748,1.2588,0.96845,1.26382,0.000332977,0.000332977,0.000332977
+65,887.682,1.30381,1.34037,1.44996,0.79869,0.68082,0.72571,0.47149,1.32091,0.98698,1.29718,0.000326056,0.000326056,0.000326056
+66,901.145,1.2951,1.34909,1.4697,0.69508,0.7212,0.72103,0.4932,1.12441,0.98799,1.25189,0.000319135,0.000319135,0.000319135
+67,914.417,1.28321,1.31386,1.44713,0.74276,0.70031,0.69488,0.46126,1.19739,0.92467,1.25358,0.000312214,0.000312214,0.000312214
+68,927.505,1.28105,1.33727,1.44017,0.78251,0.75122,0.75935,0.50065,1.23109,0.94226,1.26559,0.000305293,0.000305293,0.000305293
+69,940.862,1.28588,1.28924,1.45703,0.73375,0.73101,0.72743,0.49049,1.19745,0.93455,1.25617,0.000298372,0.000298372,0.000298372
+70,954.029,1.26856,1.31941,1.4374,0.70892,0.7353,0.72895,0.48834,1.12943,0.93134,1.23268,0.000291451,0.000291451,0.000291451
+71,967.193,1.2595,1.29458,1.4223,0.79581,0.69619,0.73847,0.49848,1.16155,0.91566,1.24826,0.00028453,0.00028453,0.00028453
+72,980.643,1.27648,1.29212,1.44477,0.73032,0.73165,0.73046,0.49784,1.12612,0.9148,1.23175,0.000277609,0.000277609,0.000277609
+73,993.73,1.26906,1.2956,1.43815,0.68898,0.73958,0.7211,0.49591,1.1359,0.93291,1.24435,0.000270688,0.000270688,0.000270688
+74,1007.44,1.25848,1.24442,1.44801,0.70586,0.76462,0.74553,0.49434,1.17721,0.9164,1.24477,0.000263767,0.000263767,0.000263767
+75,1020.89,1.27427,1.27268,1.43541,0.68559,0.72353,0.70398,0.48966,1.14555,0.91147,1.24284,0.000256846,0.000256846,0.000256846
+76,1034.48,1.25128,1.27459,1.4395,0.7643,0.72967,0.73508,0.51271,1.0996,0.88532,1.21988,0.000249925,0.000249925,0.000249925
+77,1047.93,1.25262,1.25594,1.4357,0.79624,0.72039,0.75237,0.50524,1.12448,0.88375,1.23271,0.000243004,0.000243004,0.000243004
+78,1061.13,1.26454,1.26756,1.43218,0.74244,0.74394,0.75069,0.51448,1.10735,0.91425,1.23936,0.000236083,0.000236083,0.000236083
+79,1074.84,1.23641,1.23189,1.42918,0.70636,0.75121,0.7306,0.49832,1.09402,0.92682,1.2398,0.000229162,0.000229162,0.000229162
+80,1088.1,1.25891,1.25448,1.4266,0.731,0.73407,0.7249,0.48372,1.1667,0.88075,1.23752,0.000222241,0.000222241,0.000222241
+81,1101.36,1.23796,1.25109,1.42049,0.75651,0.76011,0.76638,0.5222,1.12339,0.86661,1.23674,0.00021532,0.00021532,0.00021532
+82,1114.97,1.23758,1.23723,1.42661,0.76271,0.75176,0.76349,0.5318,1.08979,0.86451,1.21279,0.000208399,0.000208399,0.000208399
+83,1128.29,1.23579,1.22175,1.40088,0.75593,0.74888,0.74976,0.50703,1.09882,0.86003,1.21686,0.000201478,0.000201478,0.000201478
+84,1141.72,1.23695,1.22658,1.40776,0.71686,0.74653,0.73787,0.50782,1.07959,0.85023,1.21782,0.000194557,0.000194557,0.000194557
+85,1154.98,1.24202,1.20591,1.41155,0.73735,0.74671,0.76395,0.51824,1.09042,0.86389,1.22577,0.000187636,0.000187636,0.000187636
+86,1168.29,1.21477,1.21186,1.39785,0.74618,0.70851,0.72572,0.50935,1.10231,0.88581,1.2294,0.000180715,0.000180715,0.000180715
+87,1181.67,1.21361,1.20946,1.39568,0.75202,0.73014,0.74698,0.51261,1.12129,0.87055,1.24328,0.000173794,0.000173794,0.000173794
+88,1195.01,1.21649,1.20555,1.39154,0.73821,0.75968,0.76708,0.53056,1.08709,0.85365,1.22043,0.000166873,0.000166873,0.000166873
+89,1208.43,1.19966,1.15856,1.38814,0.72019,0.74348,0.73857,0.51265,1.12311,0.86561,1.21314,0.000159952,0.000159952,0.000159952
+90,1222,1.17436,1.15477,1.37254,0.7518,0.73934,0.76722,0.52343,1.08911,0.85742,1.22103,0.000153031,0.000153031,0.000153031
+91,1236.21,1.06632,0.79005,1.28559,0.82469,0.7509,0.78169,0.53405,1.07424,0.82904,1.22155,0.00014611,0.00014611,0.00014611
+92,1249.52,1.04666,0.75794,1.27653,0.76684,0.77479,0.77793,0.53084,1.08526,0.84942,1.22741,0.000139189,0.000139189,0.000139189
+93,1262.82,1.03473,0.7295,1.26759,0.77424,0.76443,0.77475,0.53345,1.0743,0.82826,1.2278,0.000132268,0.000132268,0.000132268
+94,1276.06,1.02972,0.73947,1.28592,0.79628,0.75588,0.77706,0.5379,1.06254,0.83915,1.22921,0.000125347,0.000125347,0.000125347
+95,1289.07,1.04095,0.74965,1.2813,0.77501,0.77147,0.77538,0.54217,1.07192,0.81621,1.22357,0.000118426,0.000118426,0.000118426
+96,1302.16,1.03056,0.70788,1.26969,0.78968,0.77074,0.77762,0.53287,1.07845,0.82767,1.22398,0.000111505,0.000111505,0.000111505
+97,1315.22,1.0223,0.71962,1.27485,0.79826,0.76057,0.78103,0.53326,1.10409,0.82376,1.22633,0.000104584,0.000104584,0.000104584
+98,1328.18,1.00764,0.68539,1.23607,0.77632,0.79244,0.78141,0.53911,1.09194,0.80811,1.22777,9.7663e-05,9.7663e-05,9.7663e-05
+99,1341.36,1.00966,0.70033,1.25606,0.76449,0.75995,0.7715,0.53206,1.09982,0.8357,1.23596,9.0742e-05,9.0742e-05,9.0742e-05
+100,1354.54,0.99848,0.67697,1.25084,0.80314,0.73969,0.77691,0.54665,1.07374,0.82336,1.225,8.3821e-05,8.3821e-05,8.3821e-05

weights/best.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2b3825a310c89967e196671100e40f5ffbecdb86a02d93e010d81710cef3c1cb
+size 6257955

weights/last.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:82fc35e500a889f5b18154f8573efd6259331a11198acd79d425f7c0b004c9d2
+size 6257955