本文主要是介绍视频分类4,希望对大家解决编程问题提供一定的参考价值,需要的开发者们随着小编来一起学习吧!
鉴于上次分类结果不容乐观,故而本次增加了0视频,此次测试结果如下:
一、实际是0视频,误判帧率,共200多个完整短视频视频[未切分]
The total frames number=1474,error rate =0.0000
The total frames number=1315,error rate =0.0274
The total frames number=1472,error rate =0.0000
The total frames number=514,error rate =0.0039
The total frames number=1298,error rate =0.0000
The total frames number=872,error rate =0.0103
The total frames number=725,error rate =0.0000
The total frames number=1376,error rate =0.0000
The total frames number=588,error rate =0.0000
The total frames number=1124,error rate =0.0000
The total frames number=365,error rate =0.0082
The total frames number=939,error rate =0.0319
The total frames number=549,error rate =0.0000
The total frames number=1865,error rate =0.0129
The total frames number=632,error rate =0.0000
The total frames number=503,error rate =0.0000
The total frames number=552,error rate =0.0000
The total frames number=527,error rate =0.0095
The total frames number=1021,error rate =0.0000
The total frames number=794,error rate =0.0000
The total frames number=1617,error rate =0.0396
The total frames number=1031,error rate =0.0000
The total frames number=752,error rate =0.0000
The total frames number=1211,error rate =0.0107
The total frames number=3866,error rate =0.0000
The total frames number=450,error rate =0.0000
The total frames number=1848,error rate =0.0022
The total frames number=1598,error rate =0.0313
The total frames number=774,error rate =0.0039
The total frames number=1286,error rate =0.0000
The total frames number=595,error rate =0.0739
The total frames number=798,error rate =0.0000
The total frames number=668,error rate =0.0180
The total frames number=1070,error rate =0.0000
The total frames number=1824,error rate =0.0000
The total frames number=887,error rate =0.0034
The total frames number=556,error rate =0.0000
The total frames number=441,error rate =0.0408
The total frames number=1359,error rate =0.0000
The total frames number=685,error rate =0.0000
The total frames number=944,error rate =0.0477
The total frames number=1486,error rate =0.0229
The total frames number=623,error rate =0.0000
The total frames number=665,error rate =0.0000
The total frames number=1094,error rate =0.0512
The total frames number=602,error rate =0.0000
The total frames number=907,error rate =0.0386
The total frames number=670,error rate =0.0000
The total frames number=1021,error rate =0.0215
The total frames number=394,error rate =0.1523
The total frames number=761,error rate =0.0000
The total frames number=672,error rate =0.0402
The total frames number=785,error rate =0.0000
The total frames number=402,error rate =0.0000
The total frames number=880,error rate =0.0000
The total frames number=697,error rate =0.0244
The total frames number=598,error rate =0.0301
The total frames number=553,error rate =0.0000
The total frames number=947,error rate =0.3326
The total frames number=994,error rate =0.0000
The total frames number=3369,error rate =0.0000
The total frames number=768,error rate =0.0443
The total frames number=639,error rate =0.0000
The total frames number=318,error rate =0.0000
The total frames number=682,error rate =0.0000
The total frames number=980,error rate =0.0122
The total frames number=1116,error rate =0.0143
The total frames number=403,error rate =0.0372
The total frames number=740,error rate =0.0000
The total frames number=776,error rate =0.0773
The total frames number=776,error rate =0.2487
The total frames number=916,error rate =0.0098
The total frames number=699,error rate =0.0000
The total frames number=812,error rate =0.0000
The total frames number=720,error rate =0.0833
The total frames number=946,error rate =0.0000
The total frames number=481,error rate =0.1476
The total frames number=1252,error rate =0.0000
The total frames number=864,error rate =0.0220
The total frames number=861,error rate =0.0441
The total frames number=1414,error rate =0.0000
The total frames number=746,error rate =0.0000
The total frames number=749,error rate =0.0000
The total frames number=369,error rate =0.0000
The total frames number=277,error rate =0.3646
The total frames number=1351,error rate =0.0222
The total frames number=1288,error rate =0.0318
The total frames number=1473,error rate =0.0061
The total frames number=713,error rate =0.0000
The total frames number=668,error rate =0.0000
The total frames number=1338,error rate =0.0000
The total frames number=1084,error rate =0.0000
The total frames number=1419,error rate =0.0070
The total frames number=711,error rate =0.0000
The total frames number=1328,error rate =0.0000
The total frames number=1138,error rate =0.0000
The total frames number=677,error rate =0.0827
The total frames number=980,error rate =0.0000
The total frames number=602,error rate =0.0000
The total frames number=1852,error rate =0.0000
The total frames number=553,error rate =0.0000
The total frames number=783,error rate =0.0000
The total frames number=1678,error rate =0.0137
The total frames number=1823,error rate =0.0000
The total frames number=1461,error rate =0.0000
The total frames number=713,error rate =0.0000
The total frames number=909,error rate =0.0077
The total frames number=860,error rate =0.0837
The total frames number=988,error rate =0.0395
The total frames number=1113,error rate =0.0000
The total frames number=725,error rate =0.0000
The total frames number=723,error rate =0.0719
The total frames number=1548,error rate =0.0019
The total frames number=412,error rate =0.0000
The total frames number=540,error rate =0.1667
The total frames number=591,error rate =0.0000
The total frames number=558,error rate =0.0197
The total frames number=1029,error rate =0.0126
The total frames number=1831,error rate =0.0022
The total frames number=1086,error rate =0.0018
The total frames number=960,error rate =0.0646
The total frames number=1768,error rate =0.0023
The total frames number=761,error rate =0.0000
The total frames number=1303,error rate =0.0514
The total frames number=755,error rate =0.0000
The total frames number=1001,error rate =0.0160
The total frames number=1076,error rate =0.0000
The total frames number=361,error rate =0.0000
The total frames number=656,error rate =0.0000
The total frames number=1011,error rate =0.0030
The total frames number=1241,error rate =0.0089
The total frames number=911,error rate =0.0110
The total frames number=776,error rate =0.0644
The total frames number=938,error rate =0.0000
The total frames number=1176,error rate =0.0179
The total frames number=581,error rate =0.0000
The total frames number=1598,error rate =0.0257
The total frames number=853,error rate =0.0188
The total frames number=596,error rate =0.0000
The total frames number=1262,error rate =0.0000
The total frames number=1865,error rate =0.0000
The total frames number=480,error rate =0.0000
The total frames number=467,error rate =0.0000
The total frames number=666,error rate =0.1336
The total frames number=1553,error rate =0.1030
The total frames number=672,error rate =0.0000
The total frames number=457,error rate =0.0044
The total frames number=998,error rate =0.0000
The total frames number=775,error rate =0.0052
The total frames number=745,error rate =0.0081
The total frames number=487,error rate =0.0000
The total frames number=1603,error rate =0.0250
The total frames number=639,error rate =0.0156
The total frames number=737,error rate =0.0190
The total frames number=1348,error rate =0.0000
The total frames number=626,error rate =0.0000
The total frames number=1189,error rate =0.0421
The total frames number=1233,error rate =0.0633
The total frames number=586,error rate =0.0256
The total frames number=1337,error rate =0.0688
The total frames number=1507,error rate =0.0060
The total frames number=1328,error rate =0.0301
The total frames number=756,error rate =0.1005
The total frames number=515,error rate =0.0000
The total frames number=416,error rate =0.0793
The total frames number=997,error rate =0.0120
The total frames number=889,error rate =0.0000
The total frames number=1269,error rate =0.0418
The total frames number=750,error rate =0.0000
The total frames number=633,error rate =0.0000
The total frames number=771,error rate =0.4047
The total frames number=915,error rate =0.1115
The total frames number=1437,error rate =0.0084
The total frames number=935,error rate =0.0000
The total frames number=1680,error rate =0.0321
The total frames number=514,error rate =0.1187
The total frames number=1866,error rate =0.0000
The total frames number=981,error rate =0.0102
The total frames number=1865,error rate =0.1641
The total frames number=728,error rate =0.2102
The total frames number=695,error rate =0.0000
The total frames number=1039,error rate =0.0375
The total frames number=1752,error rate =0.0011
The total frames number=850,error rate =0.0306
The total frames number=781,error rate =0.0000
The total frames number=596,error rate =0.0369
The total frames number=736,error rate =0.0122
The total frames number=373,error rate =0.0000
The total frames number=1172,error rate =0.0077
The total frames number=599,error rate =0.0000
The total frames number=1049,error rate =0.0000
The total frames number=471,error rate =0.0000
The total frames number=1701,error rate =0.0141
The total frames number=1189,error rate =0.0000
The total frames number=623,error rate =0.0706
The total frames number=829,error rate =0.0000
The total frames number=590,error rate =0.0000
The total frames number=1534,error rate =0.0000
The total frames number=1727,error rate =0.0365
The total frames number=1823,error rate =0.0000
The total frames number=1190,error rate =0.0479
The total frames number=1007,error rate =0.0129
The total frames number=1177,error rate =0.0178
The total frames number=697,error rate =0.0000
The total frames number=726,error rate =0.0110
The total frames number=433,error rate =0.0000
The total frames number=1219,error rate =0.0386
The total frames number=629,error rate =0.0000
The total frames number=612,error rate =0.0343
The total frames number=459,error rate =0.7647
The total frames number=705,error rate =0.0000
The total frames number=996,error rate =0.0191
The total frames number=1281,error rate =0.0601
The total frames number=1164,error rate =0.0249
The total frames number=1131,error rate =0.0000
The total frames number=770,error rate =0.0000
The total frames number=1494,error rate =0.0054
The total frames number=754,error rate =0.1419
The total frames number=1184,error rate =0.0591
The total frames number=891,error rate =0.0370
The total frames number=505,error rate =0.0000
The total frames number=1424,error rate =0.0000
The total frames number=1865,error rate =0.0204
The total frames number=1864,error rate =0.0000
The total frames number=543,error rate =0.0000
寡人决定将其中超过10%的加入0视频再次进行训练,另外增加一些1视频
鉴于全部连续帧处理速度很慢,因此决定减少一半。再次处理,看看结果,当然计算方法也要有所变化。
二、将1视频进行处理,结果如下,视频是切分后的,基本上只有1动作,43个视频
其中的error rate是1动作的占比,此时应为1动作有多少,可以这么理解。不容乐观啊
有些动作可能太慢了,有些可能是倒立,有些可能是加框的视频。这些视频都需要再次加入进行学习
动作的慢可能是由于16选择太小了,是否考虑32或者更长时间??
The total frames number=258,error rate =0.4031
The total frames number=455,error rate =0.0000
The total frames number=374,error rate =0.5535
The total frames number=457,error rate =0.8009
The total frames number=805,error rate =0.0000
The total frames number=457,error rate =0.0000
The total frames number=443,error rate =0.0000
The total frames number=452,error rate =0.0000
The total frames number=243,error rate =0.9383
The total frames number=442,error rate =0.8620
The total frames number=444,error rate =0.0000
The total frames number=267,error rate =0.0000
The total frames number=579,error rate =0.0000
The total frames number=1013,error rate =0.0118
The total frames number=450,error rate =0.9667
The total frames number=839,error rate =0.9821
The total frames number=397,error rate =0.6574
The total frames number=202,error rate =0.8465
The total frames number=453,error rate =0.6556
The total frames number=454,error rate =0.0000
The total frames number=430,error rate =0.4395
The total frames number=1228,error rate =0.9878
The total frames number=288,error rate =0.9479
The total frames number=410,error rate =0.0000
The total frames number=1188,error rate =0.1322
The total frames number=451,error rate =0.2195
The total frames number=940,error rate =0.9840
The total frames number=717,error rate =0.9791
The total frames number=358,error rate =0.8631
The total frames number=484,error rate =0.3864
The total frames number=666,error rate =0.4249
The total frames number=1019,error rate =0.0039
The total frames number=1865,error rate =0.5448
The total frames number=451,error rate =0.9667
The total frames number=594,error rate =0.9747
The total frames number=450,error rate =0.8956
The total frames number=452,error rate =0.3208
The total frames number=291,error rate =0.3196
The total frames number=499,error rate =0.4028
The total frames number=960,error rate =0.8281
The total frames number=978,error rate =0.9100
The total frames number=456,error rate =0.9189
The total frames number=417,error rate =0.7074
如果以90%为基准,那么能挑出来的不到25%,只有11个。80%17个不到40%
这么差得结果我感觉以下方面也可尝试:详见我的笔记。
1-采用纯图像分类,累计结果;
2-采用预训练模型。
另外有相关问题可以加入QQ群讨论,不设微信群
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