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update code

1 parent d9daf003
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Showing 8 changed files with 278 additions and 2 deletions
.gitignore
1 *.pt 1 *.pt
2 runs 2 ./__pycache__
3 __pycache__
4 *.jpg 3 *.jpg
5 *.png 4 *.png
5 ./runs
...\ No newline at end of file ...\ No newline at end of file
......
__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
1 lr0: 0.01
2 lrf: 0.01
3 momentum: 0.937
4 weight_decay: 0.0005
5 warmup_epochs: 3.0
6 warmup_momentum: 0.8
7 warmup_bias_lr: 0.1
8 box: 0.05
9 cls: 0.5
10 cls_pw: 1.0
11 obj: 1.0
12 obj_pw: 1.0
13 iou_t: 0.2
14 anchor_t: 4.0
15 fl_gamma: 0.0
16 hsv_h: 0.015
17 hsv_s: 0.7
18 hsv_v: 0.4
19 degrees: 0.0
20 translate: 0.1
21 scale: 0.5
22 shear: 0.0
23 perspective: 0.0
24 flipud: 0.0
25 fliplr: 0.5
26 mosaic: 1.0
27 mixup: 0.0
28 copy_paste: 0.0
runs/train/exp/opt.yaml 0 → 100644
1 weights: yolov5m6.pt
2 cfg: /home/qfs/WorkSpace/ps_tamper/yolov5/models/hub/yolov5m6.yaml
3 data: /home/qfs/WorkSpace/ps_tamper/yolov5/data/VOC.yaml
4 hyp:
5 lr0: 0.01
6 lrf: 0.01
7 momentum: 0.937
8 weight_decay: 0.0005
9 warmup_epochs: 3.0
10 warmup_momentum: 0.8
11 warmup_bias_lr: 0.1
12 box: 0.05
13 cls: 0.5
14 cls_pw: 1.0
15 obj: 1.0
16 obj_pw: 1.0
17 iou_t: 0.2
18 anchor_t: 4.0
19 fl_gamma: 0.0
20 hsv_h: 0.015
21 hsv_s: 0.7
22 hsv_v: 0.4
23 degrees: 0.0
24 translate: 0.1
25 scale: 0.5
26 shear: 0.0
27 perspective: 0.0
28 flipud: 0.0
29 fliplr: 0.5
30 mosaic: 1.0
31 mixup: 0.0
32 copy_paste: 0.0
33 epochs: 500
34 batch_size: 64
35 imgsz: 640
36 rect: false
37 resume: false
38 nosave: false
39 noval: false
40 noautoanchor: false
41 noplots: false
42 evolve: null
43 bucket: ''
44 cache: null
45 image_weights: false
46 device: ''
47 multi_scale: false
48 single_cls: false
49 optimizer: SGD
50 sync_bn: false
51 workers: 8
52 project: runs/train
53 name: exp
54 exist_ok: false
55 quad: false
56 cos_lr: false
57 label_smoothing: 0.0
58 patience: 100
59 freeze:
60 - 0
61 save_period: -1
62 seed: 0
63 local_rank: -1
64 entity: null
65 upload_dataset: false
66 bbox_interval: -1
67 artifact_alias: latest
68 save_dir: runs/train/exp
runs/train/exp/results.csv 0 → 100644
1 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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100 98, 0.014122, 0.0061209, 0, 0.95623, 0.91546, 0.96609, 0.75965, 0.014866, 0.0063942, 0, 0.0080794, 0.0080794, 0.0080794
101 99, 0.014023, 0.0060883, 0, 0.95494, 0.91959, 0.96618, 0.75961, 0.014873, 0.0063954, 0, 0.0080596, 0.0080596, 0.0080596
102 100, 0.013889, 0.0060711, 0, 0.95507, 0.92044, 0.9661, 0.75955, 0.014875, 0.0063936, 0, 0.0080398, 0.0080398, 0.0080398
103 101, 0.013871, 0.0060722, 0, 0.95242, 0.92027, 0.96616, 0.75968, 0.014876, 0.006398, 0, 0.00802, 0.00802, 0.00802
104 102, 0.013866, 0.0060401, 0, 0.94926, 0.92027, 0.966, 0.75895, 0.014885, 0.0064056, 0, 0.0080002, 0.0080002, 0.0080002
105 103, 0.013926, 0.0060476, 0, 0.95329, 0.92027, 0.9662, 0.75981, 0.014889, 0.0064103, 0, 0.0079804, 0.0079804, 0.0079804
106 104, 0.013972, 0.0060767, 0, 0.95267, 0.92027, 0.96604, 0.75969, 0.014896, 0.006415, 0, 0.0079606, 0.0079606, 0.0079606
107 105, 0.013649, 0.0059426, 0, 0.95365, 0.91912, 0.96588, 0.75938, 0.014902, 0.0064202, 0, 0.0079408, 0.0079408, 0.0079408
108 106, 0.013519, 0.005952, 0, 0.95297, 0.9192, 0.96591, 0.75874, 0.014909, 0.0064215, 0, 0.007921, 0.007921, 0.007921
109 107, 0.013746, 0.0060321, 0, 0.95295, 0.91883, 0.96646, 0.75877, 0.014914, 0.0064237, 0, 0.0079012, 0.0079012, 0.0079012
110 108, 0.01352, 0.0059406, 0, 0.95306, 0.92101, 0.96714, 0.75898, 0.014928, 0.0064286, 0, 0.0078814, 0.0078814, 0.0078814
111 109, 0.013454, 0.0059192, 0, 0.95309, 0.92027, 0.9667, 0.75901, 0.014938, 0.0064317, 0, 0.0078616, 0.0078616, 0.0078616
112 110, 0.013629, 0.0059628, 0, 0.95303, 0.92038, 0.96693, 0.75913, 0.014943, 0.0064413, 0, 0.0078418, 0.0078418, 0.0078418
113 111, 0.013529, 0.0059143, 0, 0.95568, 0.91887, 0.96695, 0.75918, 0.014946, 0.0064454, 0, 0.007822, 0.007822, 0.007822
114 112, 0.013633, 0.0059583, 0, 0.95494, 0.91769, 0.96674, 0.75851, 0.014954, 0.0064547, 0, 0.0078022, 0.0078022, 0.0078022
115 113, 0.013538, 0.0059784, 0, 0.9573, 0.91753, 0.96682, 0.75876, 0.014951, 0.0064609, 0, 0.0077824, 0.0077824, 0.0077824
116 114, 0.013551, 0.0059145, 0, 0.95621, 0.91553, 0.96554, 0.75867, 0.014952, 0.0064665, 0, 0.0077626, 0.0077626, 0.0077626
117 115, 0.013326, 0.0058269, 0, 0.95684, 0.91478, 0.96529, 0.75919, 0.01495, 0.0064721, 0, 0.0077428, 0.0077428, 0.0077428
118 116, 0.013434, 0.0058281, 0, 0.95619, 0.91478, 0.96509, 0.75848, 0.014955, 0.0064781, 0, 0.007723, 0.007723, 0.007723
119 117, 0.013257, 0.0058446, 0, 0.95901, 0.91409, 0.966, 0.75902, 0.014954, 0.0064802, 0, 0.0077032, 0.0077032, 0.0077032
120 118, 0.013518, 0.0059819, 0, 0.95752, 0.91392, 0.96492, 0.75875, 0.014958, 0.0064851, 0, 0.0076834, 0.0076834, 0.0076834
121 119, 0.013444, 0.0058111, 0, 0.95692, 0.9134, 0.96478, 0.75878, 0.01496, 0.0064931, 0, 0.0076636, 0.0076636, 0.0076636
122 120, 0.013286, 0.0058252, 0, 0.95685, 0.91437, 0.9651, 0.75874, 0.014958, 0.0064958, 0, 0.0076438, 0.0076438, 0.0076438
123 121, 0.013417, 0.0058564, 0, 0.95549, 0.91482, 0.96506, 0.7586, 0.014951, 0.0065027, 0, 0.007624, 0.007624, 0.007624
124 122, 0.013436, 0.0058966, 0, 0.95547, 0.91434, 0.96467, 0.75892, 0.014943, 0.0065096, 0, 0.0076042, 0.0076042, 0.0076042
125 123, 0.013277, 0.005858, 0, 0.95552, 0.9153, 0.96432, 0.75899, 0.014953, 0.0065165, 0, 0.0075844, 0.0075844, 0.0075844
126 124, 0.013268, 0.005866, 0, 0.95503, 0.91546, 0.96409, 0.75914, 0.014953, 0.0065205, 0, 0.0075646, 0.0075646, 0.0075646
127 125, 0.01338, 0.0058749, 0, 0.95418, 0.91602, 0.96391, 0.75943, 0.014953, 0.0065245, 0, 0.0075448, 0.0075448, 0.0075448
128 126, 0.013233, 0.0057982, 0, 0.95513, 0.91546, 0.96393, 0.75933, 0.01496, 0.0065272, 0, 0.007525, 0.007525, 0.007525
129 127, 0.01302, 0.0057516, 0, 0.95549, 0.91478, 0.96488, 0.75887, 0.014964, 0.0065289, 0, 0.0075052, 0.0075052, 0.0075052
130 128, 0.013159, 0.0058079, 0, 0.95554, 0.91581, 0.96478, 0.75898, 0.014961, 0.0065311, 0, 0.0074854, 0.0074854, 0.0074854
131 129, 0.013418, 0.0058714, 0, 0.95614, 0.91391, 0.96377, 0.75899, 0.014956, 0.0065367, 0, 0.0074656, 0.0074656, 0.0074656
132 130, 0.013028, 0.0057715, 0, 0.95554, 0.9134, 0.96349, 0.7598, 0.014944, 0.0065392, 0, 0.0074458, 0.0074458, 0.0074458
133 131, 0.013069, 0.0056597, 0, 0.95469, 0.91234, 0.96397, 0.7603, 0.01494, 0.006539, 0, 0.007426, 0.007426, 0.007426
134 132, 0.013203, 0.0058895, 0, 0.95696, 0.91203, 0.96385, 0.75981, 0.01494, 0.006541, 0, 0.0074062, 0.0074062, 0.0074062
135 133, 0.012917, 0.0056994, 0, 0.95536, 0.91204, 0.96368, 0.76006, 0.014938, 0.006547, 0, 0.0073864, 0.0073864, 0.0073864
136 134, 0.013177, 0.0057862, 0, 0.95878, 0.90859, 0.96363, 0.7598, 0.014934, 0.0065529, 0, 0.0073666, 0.0073666, 0.0073666
137 135, 0.012953, 0.0056758, 0, 0.95868, 0.90894, 0.96356, 0.7603, 0.014927, 0.0065602, 0, 0.0073468, 0.0073468, 0.0073468
138 136, 0.012809, 0.0056517, 0, 0.95864, 0.90808, 0.96299, 0.76051, 0.014928, 0.0065627, 0, 0.007327, 0.007327, 0.007327
139 137, 0.012855, 0.0055995, 0, 0.95797, 0.90653, 0.96117, 0.76028, 0.01492, 0.0065678, 0, 0.0073072, 0.0073072, 0.0073072
140 138, 0.01303, 0.0057177, 0, 0.95821, 0.90653, 0.96141, 0.7607, 0.014908, 0.0065678, 0, 0.0072874, 0.0072874, 0.0072874
141 139, 0.012822, 0.0056563, 0, 0.95796, 0.90823, 0.96332, 0.76073, 0.014907, 0.0065665, 0, 0.0072676, 0.0072676, 0.0072676
142 140, 0.01288, 0.0056768, 0, 0.95692, 0.90722, 0.96154, 0.76069, 0.014904, 0.0065677, 0, 0.0072478, 0.0072478, 0.0072478
143 141, 0.013009, 0.0057604, 0, 0.95796, 0.90653, 0.96316, 0.76087, 0.014901, 0.0065754, 0, 0.007228, 0.007228, 0.007228
144 142, 0.013077, 0.0057661, 0, 0.95398, 0.91172, 0.96264, 0.76071, 0.014902, 0.0065787, 0, 0.0072082, 0.0072082, 0.0072082
145 143, 0.013096, 0.0057293, 0, 0.956, 0.911, 0.96367, 0.76054, 0.014899, 0.0065844, 0, 0.0071884, 0.0071884, 0.0071884
146 144, 0.012928, 0.0057292, 0, 0.95697, 0.91203, 0.96482, 0.76121, 0.014903, 0.0065893, 0, 0.0071686, 0.0071686, 0.0071686
147 145, 0.012759, 0.0056208, 0, 0.9561, 0.90928, 0.96375, 0.76161, 0.014905, 0.0066, 0, 0.0071488, 0.0071488, 0.0071488
148 146, 0.012639, 0.0055852, 0, 0.95658, 0.90844, 0.96321, 0.76143, 0.014901, 0.0066083, 0, 0.007129, 0.007129, 0.007129
149 147, 0.0129, 0.0056529, 0, 0.95721, 0.90722, 0.96319, 0.76165, 0.014903, 0.0066108, 0, 0.0071092, 0.0071092, 0.0071092
150 148, 0.01259, 0.0055071, 0, 0.95989, 0.90456, 0.9624, 0.76126, 0.014899, 0.0066161, 0, 0.0070894, 0.0070894, 0.0070894
151 149, 0.012954, 0.0057054, 0, 0.96194, 0.90323, 0.96249, 0.76147, 0.014882, 0.0066161, 0, 0.0070696, 0.0070696, 0.0070696
152 150, 0.012793, 0.0056617, 0, 0.96131, 0.90501, 0.96211, 0.76026, 0.014881, 0.0066229, 0, 0.0070498, 0.0070498, 0.0070498
153 151, 0.012588, 0.0054757, 0, 0.96068, 0.90515, 0.96197, 0.76078, 0.014874, 0.0066299, 0, 0.00703, 0.00703, 0.00703
154 152, 0.01272, 0.005679, 0, 0.95761, 0.90515, 0.96248, 0.76054, 0.014864, 0.0066323, 0, 0.0070102, 0.0070102, 0.0070102
155 153, 0.012604, 0.0055939, 0, 0.9586, 0.90515, 0.96148, 0.76036, 0.014848, 0.006633, 0, 0.0069904, 0.0069904, 0.0069904
156 154, 0.012481, 0.0055157, 0, 0.95853, 0.90552, 0.96209, 0.76038, 0.014832, 0.0066406, 0, 0.0069706, 0.0069706, 0.0069706
157 155, 0.012529, 0.0055526, 0, 0.95786, 0.90605, 0.96206, 0.76192, 0.014819, 0.006647, 0, 0.0069508, 0.0069508, 0.0069508
158 156, 0.012469, 0.0055038, 0, 0.95735, 0.90653, 0.96207, 0.76208, 0.014817, 0.0066507, 0, 0.006931, 0.006931, 0.006931
159 157, 0.012618, 0.0055048, 0, 0.95778, 0.90515, 0.96172, 0.76208, 0.014805, 0.0066569, 0, 0.0069112, 0.0069112, 0.0069112
160 158, 0.012624, 0.0055811, 0, 0.95775, 0.90364, 0.96207, 0.76222, 0.014799, 0.0066591, 0, 0.0068914, 0.0068914, 0.0068914
161 159, 0.012406, 0.005491, 0, 0.95797, 0.90241, 0.96164, 0.76182, 0.01479, 0.0066664, 0, 0.0068716, 0.0068716, 0.0068716
162 160, 0.012291, 0.0054154, 0, 0.95458, 0.90584, 0.96141, 0.76173, 0.014795, 0.0066714, 0, 0.0068518, 0.0068518, 0.0068518
163 161, 0.012186, 0.005458, 0, 0.95727, 0.90241, 0.96146, 0.76137, 0.014793, 0.006676, 0, 0.006832, 0.006832, 0.006832
164 162, 0.012183, 0.0054434, 0, 0.95703, 0.90303, 0.9615, 0.76138, 0.014791, 0.0066795, 0, 0.0068122, 0.0068122, 0.0068122
165 163, 0.012381, 0.005472, 0, 0.95589, 0.90309, 0.96148, 0.7613, 0.014801, 0.0066858, 0, 0.0067924, 0.0067924, 0.0067924
166 164, 0.012317, 0.0054426, 0, 0.95781, 0.90172, 0.96141, 0.76102, 0.014807, 0.0066889, 0, 0.0067726, 0.0067726, 0.0067726
167 165, 0.012458, 0.0055038, 0, 0.9588, 0.90103, 0.96127, 0.76058, 0.014811, 0.0066918, 0, 0.0067528, 0.0067528, 0.0067528
168 166, 0.012038, 0.0053795, 0, 0.94658, 0.91336, 0.96103, 0.76098, 0.014807, 0.0066928, 0, 0.006733, 0.006733, 0.006733
169 167, 0.012344, 0.0054696, 0, 0.95957, 0.89966, 0.96079, 0.76084, 0.014806, 0.0066988, 0, 0.0067132, 0.0067132, 0.0067132
170 168, 0.012324, 0.0054054, 0, 0.95919, 0.89966, 0.96049, 0.76141, 0.014799, 0.0066983, 0, 0.0066934, 0.0066934, 0.0066934
171 169, 0.012338, 0.0054374, 0, 0.95883, 0.89966, 0.96068, 0.76141, 0.014791, 0.0066981, 0, 0.0066736, 0.0066736, 0.0066736
172 170, 0.01229, 0.0054463, 0, 0.95908, 0.89966, 0.96051, 0.76173, 0.014787, 0.0066941, 0, 0.0066538, 0.0066538, 0.0066538
173 171, 0.012337, 0.0054728, 0, 0.95905, 0.89966, 0.95984, 0.76198, 0.014773, 0.0066966, 0, 0.006634, 0.006634, 0.006634
174 172, 0.012132, 0.0053625, 0, 0.95967, 0.89947, 0.95867, 0.76143, 0.014766, 0.0066988, 0, 0.0066142, 0.0066142, 0.0066142
175 173, 0.012392, 0.0054393, 0, 0.95941, 0.89828, 0.95847, 0.76094, 0.014763, 0.0067048, 0, 0.0065944, 0.0065944, 0.0065944
176 174, 0.012019, 0.0053099, 0, 0.95966, 0.89914, 0.95918, 0.76071, 0.01476, 0.006703, 0, 0.0065746, 0.0065746, 0.0065746
177 175, 0.012099, 0.0053299, 0, 0.95022, 0.90525, 0.95929, 0.75972, 0.014778, 0.0067027, 0, 0.0065548, 0.0065548, 0.0065548
178 176, 0.012073, 0.0053183, 0, 0.95029, 0.90722, 0.95918, 0.76054, 0.014782, 0.0067035, 0, 0.006535, 0.006535, 0.006535
179 177, 0.012189, 0.0054068, 0, 0.94967, 0.9078, 0.95901, 0.75965, 0.014786, 0.0067069, 0, 0.0065152, 0.0065152, 0.0065152
180 178, 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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