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update code

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Showing 8 changed files with 278 additions and 2 deletions
.gitignore
*.pt
runs
__pycache__
./__pycache__
*.jpg
*.png
./runs
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__pycache__/export.cpython-36.pyc 0 → 100644
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__pycache__/export.cpython-38.pyc 0 → 100644
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__pycache__/val.cpython-38.pyc 0 → 100644
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runs/train/exp/hyp.yaml 0 → 100644
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: 0.05
cls: 0.5
cls_pw: 1.0
obj: 1.0
obj_pw: 1.0
iou_t: 0.2
anchor_t: 4.0
fl_gamma: 0.0
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
mosaic: 1.0
mixup: 0.0
copy_paste: 0.0
runs/train/exp/opt.yaml 0 → 100644
weights: yolov5m6.pt
cfg: /home/qfs/WorkSpace/ps_tamper/yolov5/models/hub/yolov5m6.yaml
data: /home/qfs/WorkSpace/ps_tamper/yolov5/data/VOC.yaml
hyp:
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: 0.05
cls: 0.5
cls_pw: 1.0
obj: 1.0
obj_pw: 1.0
iou_t: 0.2
anchor_t: 4.0
fl_gamma: 0.0
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
mosaic: 1.0
mixup: 0.0
copy_paste: 0.0
epochs: 500
batch_size: 64
imgsz: 640
rect: false
resume: false
nosave: false
noval: false
noautoanchor: false
noplots: false
evolve: null
bucket: ''
cache: null
image_weights: false
device: ''
multi_scale: false
single_cls: false
optimizer: SGD
sync_bn: false
workers: 8
project: runs/train
name: exp
exist_ok: false
quad: false
cos_lr: false
label_smoothing: 0.0
patience: 100
freeze:
- 0
save_period: -1
seed: 0
local_rank: -1
entity: null
upload_dataset: false
bbox_interval: -1
artifact_alias: latest
save_dir: runs/train/exp
runs/train/exp/results.csv 0 → 100644
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
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101, 0.013871, 0.0060722, 0, 0.95242, 0.92027, 0.96616, 0.75968, 0.014876, 0.006398, 0, 0.00802, 0.00802, 0.00802
102, 0.013866, 0.0060401, 0, 0.94926, 0.92027, 0.966, 0.75895, 0.014885, 0.0064056, 0, 0.0080002, 0.0080002, 0.0080002
103, 0.013926, 0.0060476, 0, 0.95329, 0.92027, 0.9662, 0.75981, 0.014889, 0.0064103, 0, 0.0079804, 0.0079804, 0.0079804
104, 0.013972, 0.0060767, 0, 0.95267, 0.92027, 0.96604, 0.75969, 0.014896, 0.006415, 0, 0.0079606, 0.0079606, 0.0079606
105, 0.013649, 0.0059426, 0, 0.95365, 0.91912, 0.96588, 0.75938, 0.014902, 0.0064202, 0, 0.0079408, 0.0079408, 0.0079408
106, 0.013519, 0.005952, 0, 0.95297, 0.9192, 0.96591, 0.75874, 0.014909, 0.0064215, 0, 0.007921, 0.007921, 0.007921
107, 0.013746, 0.0060321, 0, 0.95295, 0.91883, 0.96646, 0.75877, 0.014914, 0.0064237, 0, 0.0079012, 0.0079012, 0.0079012
108, 0.01352, 0.0059406, 0, 0.95306, 0.92101, 0.96714, 0.75898, 0.014928, 0.0064286, 0, 0.0078814, 0.0078814, 0.0078814
109, 0.013454, 0.0059192, 0, 0.95309, 0.92027, 0.9667, 0.75901, 0.014938, 0.0064317, 0, 0.0078616, 0.0078616, 0.0078616
110, 0.013629, 0.0059628, 0, 0.95303, 0.92038, 0.96693, 0.75913, 0.014943, 0.0064413, 0, 0.0078418, 0.0078418, 0.0078418
111, 0.013529, 0.0059143, 0, 0.95568, 0.91887, 0.96695, 0.75918, 0.014946, 0.0064454, 0, 0.007822, 0.007822, 0.007822
112, 0.013633, 0.0059583, 0, 0.95494, 0.91769, 0.96674, 0.75851, 0.014954, 0.0064547, 0, 0.0078022, 0.0078022, 0.0078022
113, 0.013538, 0.0059784, 0, 0.9573, 0.91753, 0.96682, 0.75876, 0.014951, 0.0064609, 0, 0.0077824, 0.0077824, 0.0077824
114, 0.013551, 0.0059145, 0, 0.95621, 0.91553, 0.96554, 0.75867, 0.014952, 0.0064665, 0, 0.0077626, 0.0077626, 0.0077626
115, 0.013326, 0.0058269, 0, 0.95684, 0.91478, 0.96529, 0.75919, 0.01495, 0.0064721, 0, 0.0077428, 0.0077428, 0.0077428
116, 0.013434, 0.0058281, 0, 0.95619, 0.91478, 0.96509, 0.75848, 0.014955, 0.0064781, 0, 0.007723, 0.007723, 0.007723
117, 0.013257, 0.0058446, 0, 0.95901, 0.91409, 0.966, 0.75902, 0.014954, 0.0064802, 0, 0.0077032, 0.0077032, 0.0077032
118, 0.013518, 0.0059819, 0, 0.95752, 0.91392, 0.96492, 0.75875, 0.014958, 0.0064851, 0, 0.0076834, 0.0076834, 0.0076834
119, 0.013444, 0.0058111, 0, 0.95692, 0.9134, 0.96478, 0.75878, 0.01496, 0.0064931, 0, 0.0076636, 0.0076636, 0.0076636
120, 0.013286, 0.0058252, 0, 0.95685, 0.91437, 0.9651, 0.75874, 0.014958, 0.0064958, 0, 0.0076438, 0.0076438, 0.0076438
121, 0.013417, 0.0058564, 0, 0.95549, 0.91482, 0.96506, 0.7586, 0.014951, 0.0065027, 0, 0.007624, 0.007624, 0.007624
122, 0.013436, 0.0058966, 0, 0.95547, 0.91434, 0.96467, 0.75892, 0.014943, 0.0065096, 0, 0.0076042, 0.0076042, 0.0076042
123, 0.013277, 0.005858, 0, 0.95552, 0.9153, 0.96432, 0.75899, 0.014953, 0.0065165, 0, 0.0075844, 0.0075844, 0.0075844
124, 0.013268, 0.005866, 0, 0.95503, 0.91546, 0.96409, 0.75914, 0.014953, 0.0065205, 0, 0.0075646, 0.0075646, 0.0075646
125, 0.01338, 0.0058749, 0, 0.95418, 0.91602, 0.96391, 0.75943, 0.014953, 0.0065245, 0, 0.0075448, 0.0075448, 0.0075448
126, 0.013233, 0.0057982, 0, 0.95513, 0.91546, 0.96393, 0.75933, 0.01496, 0.0065272, 0, 0.007525, 0.007525, 0.007525
127, 0.01302, 0.0057516, 0, 0.95549, 0.91478, 0.96488, 0.75887, 0.014964, 0.0065289, 0, 0.0075052, 0.0075052, 0.0075052
128, 0.013159, 0.0058079, 0, 0.95554, 0.91581, 0.96478, 0.75898, 0.014961, 0.0065311, 0, 0.0074854, 0.0074854, 0.0074854
129, 0.013418, 0.0058714, 0, 0.95614, 0.91391, 0.96377, 0.75899, 0.014956, 0.0065367, 0, 0.0074656, 0.0074656, 0.0074656
130, 0.013028, 0.0057715, 0, 0.95554, 0.9134, 0.96349, 0.7598, 0.014944, 0.0065392, 0, 0.0074458, 0.0074458, 0.0074458
131, 0.013069, 0.0056597, 0, 0.95469, 0.91234, 0.96397, 0.7603, 0.01494, 0.006539, 0, 0.007426, 0.007426, 0.007426
132, 0.013203, 0.0058895, 0, 0.95696, 0.91203, 0.96385, 0.75981, 0.01494, 0.006541, 0, 0.0074062, 0.0074062, 0.0074062
133, 0.012917, 0.0056994, 0, 0.95536, 0.91204, 0.96368, 0.76006, 0.014938, 0.006547, 0, 0.0073864, 0.0073864, 0.0073864
134, 0.013177, 0.0057862, 0, 0.95878, 0.90859, 0.96363, 0.7598, 0.014934, 0.0065529, 0, 0.0073666, 0.0073666, 0.0073666
135, 0.012953, 0.0056758, 0, 0.95868, 0.90894, 0.96356, 0.7603, 0.014927, 0.0065602, 0, 0.0073468, 0.0073468, 0.0073468
136, 0.012809, 0.0056517, 0, 0.95864, 0.90808, 0.96299, 0.76051, 0.014928, 0.0065627, 0, 0.007327, 0.007327, 0.007327
137, 0.012855, 0.0055995, 0, 0.95797, 0.90653, 0.96117, 0.76028, 0.01492, 0.0065678, 0, 0.0073072, 0.0073072, 0.0073072
138, 0.01303, 0.0057177, 0, 0.95821, 0.90653, 0.96141, 0.7607, 0.014908, 0.0065678, 0, 0.0072874, 0.0072874, 0.0072874
139, 0.012822, 0.0056563, 0, 0.95796, 0.90823, 0.96332, 0.76073, 0.014907, 0.0065665, 0, 0.0072676, 0.0072676, 0.0072676
140, 0.01288, 0.0056768, 0, 0.95692, 0.90722, 0.96154, 0.76069, 0.014904, 0.0065677, 0, 0.0072478, 0.0072478, 0.0072478
141, 0.013009, 0.0057604, 0, 0.95796, 0.90653, 0.96316, 0.76087, 0.014901, 0.0065754, 0, 0.007228, 0.007228, 0.007228
142, 0.013077, 0.0057661, 0, 0.95398, 0.91172, 0.96264, 0.76071, 0.014902, 0.0065787, 0, 0.0072082, 0.0072082, 0.0072082
143, 0.013096, 0.0057293, 0, 0.956, 0.911, 0.96367, 0.76054, 0.014899, 0.0065844, 0, 0.0071884, 0.0071884, 0.0071884
144, 0.012928, 0.0057292, 0, 0.95697, 0.91203, 0.96482, 0.76121, 0.014903, 0.0065893, 0, 0.0071686, 0.0071686, 0.0071686
145, 0.012759, 0.0056208, 0, 0.9561, 0.90928, 0.96375, 0.76161, 0.014905, 0.0066, 0, 0.0071488, 0.0071488, 0.0071488
146, 0.012639, 0.0055852, 0, 0.95658, 0.90844, 0.96321, 0.76143, 0.014901, 0.0066083, 0, 0.007129, 0.007129, 0.007129
147, 0.0129, 0.0056529, 0, 0.95721, 0.90722, 0.96319, 0.76165, 0.014903, 0.0066108, 0, 0.0071092, 0.0071092, 0.0071092
148, 0.01259, 0.0055071, 0, 0.95989, 0.90456, 0.9624, 0.76126, 0.014899, 0.0066161, 0, 0.0070894, 0.0070894, 0.0070894
149, 0.012954, 0.0057054, 0, 0.96194, 0.90323, 0.96249, 0.76147, 0.014882, 0.0066161, 0, 0.0070696, 0.0070696, 0.0070696
150, 0.012793, 0.0056617, 0, 0.96131, 0.90501, 0.96211, 0.76026, 0.014881, 0.0066229, 0, 0.0070498, 0.0070498, 0.0070498
151, 0.012588, 0.0054757, 0, 0.96068, 0.90515, 0.96197, 0.76078, 0.014874, 0.0066299, 0, 0.00703, 0.00703, 0.00703
152, 0.01272, 0.005679, 0, 0.95761, 0.90515, 0.96248, 0.76054, 0.014864, 0.0066323, 0, 0.0070102, 0.0070102, 0.0070102
153, 0.012604, 0.0055939, 0, 0.9586, 0.90515, 0.96148, 0.76036, 0.014848, 0.006633, 0, 0.0069904, 0.0069904, 0.0069904
154, 0.012481, 0.0055157, 0, 0.95853, 0.90552, 0.96209, 0.76038, 0.014832, 0.0066406, 0, 0.0069706, 0.0069706, 0.0069706
155, 0.012529, 0.0055526, 0, 0.95786, 0.90605, 0.96206, 0.76192, 0.014819, 0.006647, 0, 0.0069508, 0.0069508, 0.0069508
156, 0.012469, 0.0055038, 0, 0.95735, 0.90653, 0.96207, 0.76208, 0.014817, 0.0066507, 0, 0.006931, 0.006931, 0.006931
157, 0.012618, 0.0055048, 0, 0.95778, 0.90515, 0.96172, 0.76208, 0.014805, 0.0066569, 0, 0.0069112, 0.0069112, 0.0069112
158, 0.012624, 0.0055811, 0, 0.95775, 0.90364, 0.96207, 0.76222, 0.014799, 0.0066591, 0, 0.0068914, 0.0068914, 0.0068914
159, 0.012406, 0.005491, 0, 0.95797, 0.90241, 0.96164, 0.76182, 0.01479, 0.0066664, 0, 0.0068716, 0.0068716, 0.0068716
160, 0.012291, 0.0054154, 0, 0.95458, 0.90584, 0.96141, 0.76173, 0.014795, 0.0066714, 0, 0.0068518, 0.0068518, 0.0068518
161, 0.012186, 0.005458, 0, 0.95727, 0.90241, 0.96146, 0.76137, 0.014793, 0.006676, 0, 0.006832, 0.006832, 0.006832
162, 0.012183, 0.0054434, 0, 0.95703, 0.90303, 0.9615, 0.76138, 0.014791, 0.0066795, 0, 0.0068122, 0.0068122, 0.0068122
163, 0.012381, 0.005472, 0, 0.95589, 0.90309, 0.96148, 0.7613, 0.014801, 0.0066858, 0, 0.0067924, 0.0067924, 0.0067924
164, 0.012317, 0.0054426, 0, 0.95781, 0.90172, 0.96141, 0.76102, 0.014807, 0.0066889, 0, 0.0067726, 0.0067726, 0.0067726
165, 0.012458, 0.0055038, 0, 0.9588, 0.90103, 0.96127, 0.76058, 0.014811, 0.0066918, 0, 0.0067528, 0.0067528, 0.0067528
166, 0.012038, 0.0053795, 0, 0.94658, 0.91336, 0.96103, 0.76098, 0.014807, 0.0066928, 0, 0.006733, 0.006733, 0.006733
167, 0.012344, 0.0054696, 0, 0.95957, 0.89966, 0.96079, 0.76084, 0.014806, 0.0066988, 0, 0.0067132, 0.0067132, 0.0067132
168, 0.012324, 0.0054054, 0, 0.95919, 0.89966, 0.96049, 0.76141, 0.014799, 0.0066983, 0, 0.0066934, 0.0066934, 0.0066934
169, 0.012338, 0.0054374, 0, 0.95883, 0.89966, 0.96068, 0.76141, 0.014791, 0.0066981, 0, 0.0066736, 0.0066736, 0.0066736
170, 0.01229, 0.0054463, 0, 0.95908, 0.89966, 0.96051, 0.76173, 0.014787, 0.0066941, 0, 0.0066538, 0.0066538, 0.0066538
171, 0.012337, 0.0054728, 0, 0.95905, 0.89966, 0.95984, 0.76198, 0.014773, 0.0066966, 0, 0.006634, 0.006634, 0.006634
172, 0.012132, 0.0053625, 0, 0.95967, 0.89947, 0.95867, 0.76143, 0.014766, 0.0066988, 0, 0.0066142, 0.0066142, 0.0066142
173, 0.012392, 0.0054393, 0, 0.95941, 0.89828, 0.95847, 0.76094, 0.014763, 0.0067048, 0, 0.0065944, 0.0065944, 0.0065944
174, 0.012019, 0.0053099, 0, 0.95966, 0.89914, 0.95918, 0.76071, 0.01476, 0.006703, 0, 0.0065746, 0.0065746, 0.0065746
175, 0.012099, 0.0053299, 0, 0.95022, 0.90525, 0.95929, 0.75972, 0.014778, 0.0067027, 0, 0.0065548, 0.0065548, 0.0065548
176, 0.012073, 0.0053183, 0, 0.95029, 0.90722, 0.95918, 0.76054, 0.014782, 0.0067035, 0, 0.006535, 0.006535, 0.006535
177, 0.012189, 0.0054068, 0, 0.94967, 0.9078, 0.95901, 0.75965, 0.014786, 0.0067069, 0, 0.0065152, 0.0065152, 0.0065152
178, 0.011903, 0.005269, 0, 0.95212, 0.90447, 0.95912, 0.76023, 0.014779, 0.0067107, 0, 0.0064954, 0.0064954, 0.0064954
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