Initial commit: Recycling object detection project
- Added Fast api web application for recycling object detection - Included YOLOv8 model training notebook - Set up project structure with datasets and training directories - Added requirements.txt for dependencies - Configured .gitignore for Python virtual environment and cache files
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task: detect
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mode: train
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model: yolov8n.pt
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data: c:\Users\babaw\Documents\Work\Mana Knight Digital\ds_task_recycling_project\datasets\data.yaml
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epochs: 10
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time: null
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patience: 100
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batch: 16
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imgsz: 640
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save: true
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deterministic: true
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iou: 0.7
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show_labels: true
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line_width: null
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format: torchscript
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simplify: true
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lr0: 0.01
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lrf: 0.01
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weight_decay: 0.0005
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warmup_epochs: 3.0
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warmup_bias_lr: 0.1
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auto_augment: randaugment
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erasing: 0.4
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cfg: null
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tracker: botsort.yaml
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save_dir: c:\Users\babaw\Documents\Work\Mana Knight Digital\ds_task_recycling_project\datasets\runs\detect\train
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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
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||||
task: detect
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mode: train
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model: yolov8n.pt
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data: c:\Users\babaw\Documents\Work\Mana Knight Digital\ds_task_recycling_project\datasets\data.yaml
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epochs: 10
|
||||
time: null
|
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patience: 100
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batch: 16
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imgsz: 640
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save: true
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lr0: 0.01
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warmup_epochs: 3.0
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|
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erasing: 0.4
|
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|
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tracker: botsort.yaml
|
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save_dir: c:\Users\babaw\Documents\Work\Mana Knight Digital\ds_task_recycling_project\datasets\runs\detect\train2
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|
||||
task: detect
|
||||
mode: train
|
||||
model: yolov8n.pt
|
||||
data: c:\Users\babaw\Documents\Work\Mana Knight Digital\ds_task_recycling_project\datasets\data.yaml
|
||||
epochs: 50
|
||||
time: null
|
||||
patience: 100
|
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|
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imgsz: 640
|
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|
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|
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|
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|
||||
tracker: botsort.yaml
|
||||
save_dir: c:\Users\babaw\Documents\Work\Mana Knight Digital\ds_task_recycling_project\datasets\runs\detect\train3
|
||||
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After Width: | Height: | Size: 96 KiB |
|
After Width: | Height: | Size: 189 KiB |
@@ -0,0 +1,51 @@
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||||
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
|
||||
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|
||||
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||||
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||||
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|
||||
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|
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24,1483,0.93529,0.66614,1.09092,1,0.78404,0.92018,0.52713,1.26578,0.81984,1.39338,0.0010892,0.0010892,0.0010892
|
||||
25,1570.57,0.94593,0.67634,1.09923,1,0.82488,0.93674,0.51259,1.43898,0.95183,1.44066,0.0010496,0.0010496,0.0010496
|
||||
26,1640.5,0.9005,0.64656,1.08853,0.85685,0.79167,0.87822,0.59599,1.00997,0.74692,1.25779,0.00101,0.00101,0.00101
|
||||
27,1716.79,0.88047,0.65839,1.0819,0.98302,0.66667,0.79722,0.47007,1.44935,0.90317,1.58064,0.0009704,0.0009704,0.0009704
|
||||
28,1790.17,0.92727,0.6491,1.07941,0.96438,0.79167,0.88789,0.51198,1.41082,0.95921,1.55489,0.0009308,0.0009308,0.0009308
|
||||
29,1863.25,0.86808,0.61314,1.06347,1,0.73943,0.85062,0.53272,1.26679,0.77515,1.5057,0.0008912,0.0008912,0.0008912
|
||||
30,1935.03,0.85237,0.60318,1.03757,0.86759,0.81945,0.90299,0.56004,1.32215,0.70391,1.68444,0.0008516,0.0008516,0.0008516
|
||||
31,2006.05,0.85848,0.59069,1.04725,0.91204,0.86446,0.93329,0.61701,1.22052,0.70212,1.53785,0.000812,0.000812,0.000812
|
||||
32,2074.85,0.8607,0.60328,1.06674,0.99448,0.83333,0.96865,0.58854,1.34406,0.70627,1.61132,0.0007724,0.0007724,0.0007724
|
||||
33,2146.12,0.81712,0.57815,1.03472,0.94911,0.91667,0.94354,0.57918,1.23064,0.65719,1.46887,0.0007328,0.0007328,0.0007328
|
||||
34,2215.61,0.82113,0.56747,1.03675,0.98124,0.75,0.8458,0.43565,1.65251,0.69818,1.86693,0.0006932,0.0006932,0.0006932
|
||||
35,2283.46,0.80104,0.57305,1.02593,0.9542,0.86835,0.90976,0.48068,1.43441,0.64857,1.70736,0.0006536,0.0006536,0.0006536
|
||||
36,2362.48,0.83103,0.57551,1.03499,0.87273,0.85758,0.9038,0.44998,1.5691,0.69063,1.97723,0.000614,0.000614,0.000614
|
||||
37,2432.12,0.80527,0.56112,1.02551,0.80806,0.87714,0.90845,0.47423,1.51444,0.64712,1.89872,0.0005744,0.0005744,0.0005744
|
||||
38,2508.79,0.7726,0.55171,1.01768,0.89864,0.79167,0.89273,0.51093,1.3883,0.59906,1.7624,0.0005348,0.0005348,0.0005348
|
||||
39,2577.65,0.7675,0.53945,1.00972,0.83538,0.83333,0.91731,0.51633,1.4967,0.65808,1.87353,0.0004952,0.0004952,0.0004952
|
||||
40,2648.26,0.76832,0.54621,1.01197,0.9061,0.83333,0.92334,0.49587,1.6318,0.72062,1.97779,0.0004556,0.0004556,0.0004556
|
||||
41,2723.96,0.69593,0.54869,0.98187,0.95342,0.875,0.91278,0.46972,1.66482,0.70379,2.11677,0.000416,0.000416,0.000416
|
||||
42,2803,0.71207,0.53965,0.99659,0.95001,0.83333,0.85669,0.46264,1.56204,0.65859,2.0364,0.0003764,0.0003764,0.0003764
|
||||
43,2877.49,0.69033,0.51838,0.98369,0.95411,0.86665,0.92135,0.49602,1.5114,0.65125,1.90967,0.0003368,0.0003368,0.0003368
|
||||
44,2955.03,0.67106,0.49273,0.97654,0.92953,0.75,0.888,0.47663,1.56378,0.62817,1.96979,0.0002972,0.0002972,0.0002972
|
||||
45,3030.88,0.66399,0.48501,0.96783,0.86873,0.875,0.94374,0.5493,1.37376,0.62126,1.76597,0.0002576,0.0002576,0.0002576
|
||||
46,3201.5,0.66717,0.48721,0.9668,0.87544,0.91667,0.9293,0.53737,1.33496,0.61767,1.70695,0.000218,0.000218,0.000218
|
||||
47,3262.79,0.63017,0.47082,0.96586,0.94224,0.875,0.95991,0.50304,1.41911,0.62492,1.79879,0.0001784,0.0001784,0.0001784
|
||||
48,3324.62,0.63678,0.47311,0.95304,0.98764,0.79167,0.90331,0.49543,1.4591,0.63498,1.87332,0.0001388,0.0001388,0.0001388
|
||||
49,3387.48,0.63551,0.46808,0.931,0.88336,0.94704,0.93836,0.53024,1.40884,0.61606,1.80694,9.92e-05,9.92e-05,9.92e-05
|
||||
50,3457.88,0.60539,0.45653,0.94608,0.91257,0.87003,0.90122,0.50731,1.39162,0.61616,1.78099,5.96e-05,5.96e-05,5.96e-05
|
||||
|
|
After Width: | Height: | Size: 306 KiB |
|
After Width: | Height: | Size: 609 KiB |
|
After Width: | Height: | Size: 556 KiB |
|
After Width: | Height: | Size: 596 KiB |
|
After Width: | Height: | Size: 432 KiB |
|
After Width: | Height: | Size: 405 KiB |
|
After Width: | Height: | Size: 407 KiB |