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weights: ./reef_enhanced_1280/train_yolov5l6_1/weights/last.pt | ||
cfg: '' | ||
data: /kaggle/working/reef.yaml | ||
hyp: /kaggle/input/yolov5pip/yolov5-pip/yolov5/data/hyps/hyp.finetune.yaml | ||
epochs: 300 | ||
batch_size: 7 | ||
imgsz: 1280 | ||
rect: false | ||
resume: true | ||
nosave: false | ||
noval: false | ||
noautoanchor: false | ||
evolve: null | ||
bucket: '' | ||
cache: null | ||
image_weights: false | ||
device: cuda:0 | ||
multi_scale: false | ||
single_cls: false | ||
adam: false | ||
sync_bn: false | ||
workers: 0 | ||
project: reef_enhanced_1280 | ||
name: train_yolov5l6_1 | ||
exist_ok: true | ||
quad: false | ||
linear_lr: false | ||
label_smoothing: 0.0 | ||
patience: 10 | ||
freeze: 0 | ||
save_period: 8 | ||
local_rank: -1 | ||
mmdet_tags: false | ||
entity: null | ||
bbox_interval: -1 | ||
artifact_alias: latest | ||
neptune_token: null | ||
neptune_project: null | ||
s3_upload_dir: null | ||
upload_dataset: false | ||
save_dir: reef_enhanced_1280/train_yolov5l6_1 |
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epoch, train/box_loss, train/obj_loss, train/cls_loss, metrics/precision, metrics/recall, metrics/mAP_0.5,metrics/mAP_0.5:0.95, val/box_loss, val/obj_loss, val/cls_loss, x/lr0, x/lr1, x/lr2,metrics/starfish_mAP_50 | ||
0, 0.032438, 0.014207, 0, 2.1452e-05, 0.0033181, 1.0755e-05, 2.6883e-06, 0.023621, 0.01046, 0, 0.0015977, 0.0015977, 0.026633, 1.0755e-05 | ||
1, 0.025264, 0.0080606, 0, 8.0386e-05, 0.012443, 4.0696e-05, 9.8615e-06, 0.017233, 0.0089179, 0, 0.0031977, 0.0031977, 0.0032328, 4.0696e-05 | ||
2, 0.020081, 0.0069685, 0, 0.58349, 0.32932, 0.37848, 0.18351, 0.012241, 0.0076611, 0, 0.0031997, 0.0031997, 0.0031997, 0.37848 | ||
3, 0.017075, 0.0059261, 0, 0.76524, 0.51265, 0.60737, 0.28675, 0.011006, 0.0058036, 0, 0.0031997, 0.0031997, 0.0031997, 0.60737 | ||
4, 0.016373, 0.0051016, 0, 0.84149, 0.59311, 0.70017, 0.36308, 0.010198, 0.0049633, 0, 0.0031993, 0.0031993, 0.0031993, 0.70017 | ||
5, 0.015366, 0.0048585, 0, 0.88687, 0.6308, 0.75499, 0.3888, 0.010081, 0.004448, 0, 0.0031988, 0.0031988, 0.0031988, 0.75499 | ||
6, 0.014781, 0.004501, 0, 0.85677, 0.6798, 0.78255, 0.36693, 0.0098873, 0.0040885, 0, 0.0031981, 0.0031981, 0.0031981, 0.78255 | ||
7, 0.014462, 0.0043532, 0, 0.88284, 0.71879, 0.82165, 0.43295, 0.0095176, 0.0036935, 0, 0.0031972, 0.0031972, 0.0031972, 0.82165 | ||
8, 0.014144, 0.0041164, 0, 0.89057, 0.74285, 0.84478, 0.44591, 0.009399, 0.0034853, 0, 0.0031962, 0.0031962, 0.0031962, 0.84478 | ||
9, 0.013892, 0.0040335, 0, 0.86859, 0.76981, 0.85845, 0.4628, 0.0090592, 0.0032715, 0, 0.0031951, 0.0031951, 0.0031951, 0.85845 | ||
10, 0.013484, 0.0038886, 0, 0.89361, 0.79096, 0.87959, 0.47224, 0.0089475, 0.003107, 0, 0.0031938, 0.0031938, 0.0031938, 0.87959 | ||
11, 0.01339, 0.0038522, 0, 0.90077, 0.81543, 0.89211, 0.47625, 0.0091548, 0.003026, 0, 0.0031923, 0.0031923, 0.0031923, 0.89211 | ||
12, 0.013123, 0.0035944, 0, 0.92784, 0.80713, 0.89775, 0.49864, 0.0085948, 0.0029098, 0, 0.0031907, 0.0031907, 0.0031907, 0.89775 | ||
13, 0.013122, 0.0035695, 0, 0.90399, 0.83949, 0.90496, 0.47325, 0.0091613, 0.002813, 0, 0.0031889, 0.0031889, 0.0031889, 0.90496 | ||
14, 0.012854, 0.0034689, 0, 0.91602, 0.84605, 0.91824, 0.50755, 0.0084362, 0.0027446, 0, 0.003187, 0.003187, 0.003187, 0.91824 | ||
15, 0.012603, 0.0034582, 0, 0.92022, 0.84903, 0.92055, 0.51032, 0.0084257, 0.0026989, 0, 0.0031849, 0.0031849, 0.0031849, 0.92055 | ||
16, 0.012354, 0.0034309, 0, 0.90914, 0.86354, 0.92096, 0.51805, 0.0083332, 0.0026384, 0, 0.0031827, 0.0031827, 0.0031827, 0.92096 | ||
17, 0.012454, 0.0032808, 0, 0.91764, 0.86876, 0.92733, 0.52744, 0.0082293, 0.0026114, 0, 0.0031803, 0.0031803, 0.0031803, 0.92733 | ||
18, 0.012213, 0.0033499, 0, 0.92367, 0.86769, 0.92909, 0.52688, 0.0082092, 0.0025718, 0, 0.0031777, 0.0031777, 0.0031777, 0.92909 | ||
19, 0.011922, 0.0032445, 0, 0.93481, 0.87424, 0.93675, 0.53893, 0.0080073, 0.0025144, 0, 0.0031751, 0.0031751, 0.0031751, 0.93675 | ||
20, 0.011878, 0.0032789, 0, 0.91833, 0.88345, 0.93553, 0.54318, 0.0080119, 0.0024987, 0, 0.0031722, 0.0031722, 0.0031722, 0.93553 | ||
21, 0.011881, 0.0032196, 0, 0.94055, 0.87972, 0.9424, 0.54641, 0.0080007, 0.0024554, 0, 0.0031692, 0.0031692, 0.0031692, 0.9424 | ||
22, 0.01162, 0.0032029, 0, 0.92231, 0.89258, 0.94153, 0.54641, 0.0078753, 0.0024693, 0, 0.0031661, 0.0031661, 0.0031661, 0.94153 | ||
23, 0.011489, 0.003174, 0, 0.91831, 0.90502, 0.94607, 0.5581, 0.0078139, 0.0024084, 0, 0.0031628, 0.0031628, 0.0031628, 0.94607 | ||
24, 0.011434, 0.0031894, 0, 0.93403, 0.89254, 0.94745, 0.56142, 0.0078411, 0.0023935, 0, 0.0031594, 0.0031594, 0.0031594, 0.94745 | ||
25, 0.011342, 0.0030109, 0, 0.93246, 0.90004, 0.9505, 0.56605, 0.0078126, 0.0023667, 0, 0.0031558, 0.0031558, 0.0031558, 0.9505 | ||
26, 0.011207, 0.0030252, 0, 0.93455, 0.90668, 0.95047, 0.55809, 0.0078218, 0.0023666, 0, 0.003152, 0.003152, 0.003152, 0.95047 | ||
27, 0.010962, 0.0029679, 0, 0.93561, 0.91663, 0.95521, 0.56923, 0.0075918, 0.0023232, 0, 0.0031481, 0.0031481, 0.0031481, 0.95521 | ||
28, 0.010923, 0.0029808, 0, 0.91972, 0.92658, 0.9551, 0.56732, 0.0076798, 0.0023248, 0, 0.0031441, 0.0031441, 0.0031441, 0.9551 | ||
29, 0.010811, 0.002998, 0, 0.93944, 0.91362, 0.95602, 0.57215, 0.0075739, 0.0023103, 0, 0.0031399, 0.0031399, 0.0031399, 0.95602 | ||
30, 0.010824, 0.0028635, 0, 0.9403, 0.91454, 0.95622, 0.57642, 0.00762, 0.0022956, 0, 0.0031356, 0.0031356, 0.0031356, 0.95622 | ||
31, 0.010695, 0.0029383, 0, 0.93832, 0.91705, 0.95638, 0.57773, 0.0075515, 0.0022787, 0, 0.0031311, 0.0031311, 0.0031311, 0.95638 | ||
32, 0.010467, 0.0028749, 0, 0.94356, 0.91788, 0.95862, 0.57797, 0.0074057, 0.0022488, 0, 0.0031265, 0.0031265, 0.0031265, 0.95862 | ||
33, 0.01058, 0.0029267, 0, 0.92879, 0.93115, 0.95842, 0.5829, 0.0074463, 0.0022481, 0, 0.0031217, 0.0031217, 0.0031217, 0.95842 | ||
34, 0.010496, 0.0028937, 0, 0.94003, 0.92313, 0.95849, 0.58334, 0.0073956, 0.0022396, 0, 0.0031168, 0.0031168, 0.0031168, 0.95849 | ||
35, 0.010333, 0.0028891, 0, 0.94835, 0.92161, 0.95941, 0.58573, 0.007391, 0.0022453, 0, 0.0031117, 0.0031117, 0.0031117, 0.95941 | ||
36, 0.010248, 0.0028741, 0, 0.95309, 0.91856, 0.96111, 0.58988, 0.0074093, 0.0022137, 0, 0.0031065, 0.0031065, 0.0031065, 0.96111 | ||
37, 0.010196, 0.0029009, 0, 0.93832, 0.9353, 0.96149, 0.5958, 0.0073048, 0.0021993, 0, 0.0031011, 0.0031011, 0.0031011, 0.96149 |
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|
||
<!-- saved from url=(0014)about:internet --> | ||
<html><head><meta http-equiv="Content-Type" content="text/html; charset=windows-1252"></head><body><table border="1" class="dataframe"> | ||
<thead> | ||
<tr style="text-align: right;"> | ||
<th></th> | ||
<th>Class</th> | ||
<th>Images</th> | ||
<th>Labels</th> | ||
<th>P</th> | ||
<th>R</th> | ||
<th>[email protected]</th> | ||
<th>[email protected]:.95</th> | ||
</tr> | ||
</thead> | ||
<tbody> | ||
<tr> | ||
<th>0</th> | ||
<td>all</td> | ||
<td>1244</td> | ||
<td>2411</td> | ||
<td>0.938</td> | ||
<td>0.935</td> | ||
<td>0.961</td> | ||
<td>0.596</td> | ||
</tr> | ||
<tr> | ||
<th>1</th> | ||
<td>starfish</td> | ||
<td>1244</td> | ||
<td>2411</td> | ||
<td>0.938</td> | ||
<td>0.935</td> | ||
<td>0.961</td> | ||
<td>0.596</td> | ||
</tr> | ||
</tbody> | ||
</table></body></html> |
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lr0: 0.0032 | ||
lrf: 0.12 | ||
momentum: 0.843 | ||
weight_decay: 0.00036 | ||
warmup_epochs: 2.0 | ||
warmup_momentum: 0.5 | ||
warmup_bias_lr: 0.05 | ||
box: 0.0296 | ||
cls: 0.243 | ||
cls_pw: 0.631 | ||
obj: 0.301 | ||
obj_pw: 0.911 | ||
iou_t: 0.2 | ||
anchor_t: 2.91 | ||
fl_gamma: 0.0 | ||
hsv_h: 0.0138 | ||
hsv_s: 0.664 | ||
hsv_v: 0.464 | ||
degrees: 0.373 | ||
translate: 0.245 | ||
scale: 0.898 | ||
shear: 0.602 | ||
perspective: 0.0 | ||
flipud: 0.00856 | ||
fliplr: 0.5 | ||
mosaic: 1.0 | ||
mixup: 0.243 | ||
copy_paste: 0.0 |
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