CV之FD&FA:利用MTCNN的脚本实现对LFW数据集进行FD人脸检测和FA人脸校准

运行结果

CV之FD&FA:利用MTCNN的脚本实现对LFW数据集进行FD人脸检测和FA人脸校准

CV之FD&FA:利用MTCNN的脚本实现对LFW数据集进行FD人脸检测和FA人脸校准

CV之FD&FA:利用MTCNN的脚本实现对LFW数据集进行FD人脸检测和FA人脸校准

运行过程

CV之FD&FA:利用MTCNN的脚本实现对LFW数据集进行FD人脸检测和FA人脸校准

CV之FD&FA:利用MTCNN的脚本实现对LFW数据集进行FD人脸检测和FA人脸校准

time:14:03~14:37

usage: git diff [--no-index] <path> <path>

Creating networks and loading parameters计算机视觉

2018-10-01 14:03:00.211213: I tensorflow/core/platform/cpu_feature_guard.cc:141] Your CPU supports instructions tha计算机视觉的应用场景有哪些t this TensorFlow binary was not compiled to use: AVX2

WARNING:tensorflow:From F:\计算机视觉主要任务AI\DL21TF\DL21examples\chapt开发工具er_6\src\align\detect_face.py:210: calling reduce_max (from tensorflow.python.ops.math_ops) with keep_dims is deprtensorflow版本ecated and will be removed in a future versio计算机视觉就业前景n.

Instructiongithub中文官网网页s for updating:

keep_dims is deprecated, use kee开发工具是什么意思pdims instegitad

WARNING:tensorflow:From F:\AI\DL21TF\DL21examples\chapter_6\src\align\detect_face.py计算机视觉研究包括哪些:212: calling reduce计算机视觉技术_sum (from tensorflo人工智能ai杨幂迪丽热巴w.python.ops.math_ops) with keep_dims is deprecated and will be removed in a future version.

Instructions for upython可以做什么工作pdating:

keep_dims is deprecated, use keepdims instead

datasets/lfw/raw\Shane_Phillips\Shane_Phillips_0001.j计算机视觉就业前景pg

F:\Program Filepython可以做什么工作s\Python\Py人工智能概念股thon36\Lib\site-packages\scipy\mispython123c\pilutil.py:482: FutureWarning: Convers计算机视觉的应用场景有哪些ion of the second ar人工智能概念股gument of issubdtype from `int` to `np.signedinteger` is deprecatepython123平台登录d. In futupython基础教程re, it will bepython是什么意思 treated as `np.int32 == np.游戏开发工具dtype(int).type`.

if issubdtype(ts, int):

F:\Program Files\Py计算机视觉研究包括哪些thon\Python36\Lib\site-packa开发工具ges\scipy\misc\pilutil.py:485: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecat计算机视觉是什么ed. In future, it will be tretensorflow是干什么的ated as `np.float64 == np.dtype(float).type`.

elif issubdtype(typython代码画樱花pe(size), fl人工智能概念股oat):

datasets/lfw/raw\Alejandro_Lopez\Alejandro计算机视觉主要任务_Lope人工智能al女神古力娜扎z_0001.jpg

……

datasets/lfw/raw\Recep_Tayyip_Erdogan\Recep_Tayyip_Erdogan_0010.jpg

……

datasets/lfw/raw\Ruth_Pearce\Ruth_Pearce_0001.jpg

datapython是什么意思sets/lfw/raw\Claudio_Abbado\Claudio_Abbado_0001.jpg

datasets/lfw/raw\Dean_J开发工具acek\Dean_Jacek_0001.jpg

datasets/lfw/raw\Mark_Leno\Mark_github中文官网网页Leno_0001.jpg

datasets/lfw/raw\Kirk_Frankli软件开发工具n\Kirk_Franklin_0001tensorflow菜鸟教程.jpg

datasets/lfw/raw\D人工智能的发展及应用oris_Schroeder\Doris_Schroeder_0004.jpg

datasets/lfw/raw\Doris_Schroeder\Doris_Schroeder_0002.jpg

datasets/lfw人工智能就业方向及前景/raw\Dgithup官网ori微信开发工具s_Schroeder\Doris_Schroeder_0001.jpg

datasets/lfw/raw\Doris_Schroeder\Doris_Schroeder_0003.jpg

datasetstensorflow怎么读/lfw/raw\Anne_Heche\Anne_Heche_0001.jpgithub永久回家地址g

datasets/lfw/raw\Keith_Fotta人工智能ai杨幂迪丽热巴\Keith_Fotta_0001.jpg

datasets/lfw/raw\Zdravko_Mucic\Zdravko_Mucic_0001.jpg

datasets/lfw/raw\Mohammad_Fares\Mohammad_Fare开发工具控件属性为灰色s_0001.jpg

datasets/lfw/raw\Bruce_Lunsford\Bruce_Lunstensorflow安装ford_0001.jpg

datasets/算法框架/工具lf人工智能al女神古力娜扎w/raw\Craig_David\Craig_David_0001.jpg

datasets/lfwpython基础教程/raw\Christine_Todd_Whitman\Christine_Todd_Whitman_0003.jpg

data人工智能专业sets/lfw/raw\Christine_Todd_Whigithubtman\Christine_Todd_Whitgiti轮胎是什么品牌man_python1230006.jpg

datasets/lfw/raw\Christine_Todd_Whgititman\Christine_Totensorflow和pytorchdd_Whitman_0002.jpg

datasets/l计算机视觉就业前景fw/raw\Christine_Todtensorflow版本d_Whitman\Christine_Todd_Whitman_0001.jpg

datasets/lfw/raw\Christine_Todd_Whitman\Christinetensorflow版本_Todd_Whitman_0004.jpg

datasets/lfw/raw\Christine_Todd前端开发工具_Whitman\ChristiTensorFlowne计算机视觉的应用_Todd_giti轮胎是什么品牌Whitman_0005.jpg

datasets/lfw/raw\Maritza_Macias_Furano\Maritza_M开发工具选项卡在哪acias_Furano_0001.jpg

datasets/lfw/raw\Edward_Burns\Edward_Burns_0001.jpg

datasets/lfw/rpython123aw\Jeff_Roehm\Jeff_Roehm_0001.jpg

datasets/lfw/raw\Mary_Frances_Seiter\Mary_Frances_Seiter_0001.jpg

datasets/lfw/raw\Roger_Moore\Roger_Moore_gitee0002.jpg

datasets/lfw/ra开发工具怎么调出来w\Roger_Moore\Roger_Moore_0003.jpg

datasets/lfw/raw\Roger_Moore\Roger_Moore_0001.jpg

datasets/lftensorflow怎么读w/raw\Roger_Moore\Roggitlaber_Moore_0005.jpg

datasets/lfw/raw\Roger_Moore\Roger_Mgithub永久回家地址oore_0004.jpg

datasets/lfw/raw\Jason_Priestley\Jason_Priestley人工智能ai杨幂迪丽热巴_0001.jpg

datasets/lfw/raw\Juergen_Chrobog\Juergen_Chrobog_0001.jpg

datasets/lfw/raw\Deb_Santos\Deb_Santos_0001.jpg

datasets/lfw/raw\J计算机视觉和机器视觉的区别avier_Vazquez\Javier_Vazquez_0001.jpg

datasets/l微信开发工具fw/raw\Vanessa_Laine\Van计算机视觉硕士生工资essa_Laine_0001.jpg

datasets/lfw/raw\Ilan_Goldfa计算机视觉jn\Ilan_Goldfajn_0001.j人工智能之父pg

datasets/lfw/raw\Tom_Osborne\Tom_Osborne_0001.jpg

datasets/lfw/raw\Colleen_Donovan\Colleen_Donovan_0001.jpg

datasets/lfw/raw\Jeff_Feldmpython可以做什么工作an\Jeff_Feldman_0001.jpg人工智能专业

datasets/lfw/raw\DAngelo_Jimenez\DAngeTensorFlowlo_Jimenez_0001.jpg

datasets/lfw/raw\Jane_Riley\Jane_Riley_0001.jpg

datasets/lfw/r开发工具aw\Frank_Keating\Frank_Keating_0001.jpg

datasets/lfw/raw\Ripython爬虫ck_Romley\Rick_Romley_0001.jpg

datasets/lfw/raw\Rick_Romley\Rick_Romley_0003.jpg

datasets/lfw/raw\Rick_Romley\Rick_Romley_0002.jpg

datasets/lfw/raw\Alexandre_Daigle\Al微信开发工具exandre_Daipython代码画樱花g软件开发工具le_0001.jpg

datasets/lfw/raw\Stephen_Funk\Stephen_Funk_0001.jpg

datasets/lfw/raw\Joe_Nichols\Joe_Nichols_0001.jpg

datasets/python是什么意思lfw/raw\Joe_Nichols\Joe_Nichols_0003.jpg

datasets/lfw/raw\Joe_Nichols\Joe_Nichols_0004.jpg

datasets/lfw/raw\Joe_Nichols\Joe_Nichols_0002.jpg

datasets/lfw/raw\Gtensorflow如何让损失函数只对一个变量求导arth_Drabinsky软件开发工具\Garth_Drabinsky_0001.jpg

datasets/lfw/raw\Pascal_Lamy\Pascal_Lamy_0001.jpg

datasets/lfw/rapython是什么意思w\Pascal_Lamy\Pascal_Lamy_0002.jpg

datasets/lfw/gitraw\Raja_Ramani\Raja_Ramani_0001.jpg

datasets/lfw/raw\David_Zeplowitz\David_Zep人工智能图片lowitz_0001.jpg

datastensorflow是干什么的ets/lfw/raw\Kobe_Bryant\Kobe_Bryant_0003.jpg

datasets/lfw/raw\Kobe_Bryant\Kobe_Bryant_0002.jpg

datastensorflow和pytorchets/lfw/raw\Kobe_Bryant\Kobe_B计算机视觉就业前景ryant_0001.jpg

……

datasets/lfw/raw\Renee_Zellweger\Renee_Zellweg计算机视觉是什么er_0002.jpg

datasets/lfw/raw\Renee_Zellweger\Renee_Zellweger_0004.jpg

datasegiteets/lfw/raw\tensorflow安装Renee_Zellweger\Renee_Zellweger_0015.jpg

datasets/lfw/raw\J算法框架/工具ack_Nichopython爬虫lson\Jack_人工智能图片Nicholson_0003.jpg

datasets/lfw/raw\Ja计算机视觉硕士生工资ck_Nicholson\Jack_Nicholson_0001.jpg

datasets/lfw/raw\Jack_Nicholson\Jack_Nicholson_0002.jpg

datasets/lfw/raw\Edward_Egan\Edward_Egan_0001.jptensorflow和pytorch的区别g

datasets/lfw/raw\Ion_Tiriac\Ion_Tiriac_0001.jpg

datasets/lfw/raw\Jack_Knowlton\Jack_Knowlton_0001.jpg

datgiti轮胎是什么品牌asets/lfw/raw\Akbar_Al_Baker\Akbar_Al_Baker_0001.jpg

datasets/lfw/raw\Gholamreza_Aghazadeh\Gholam开发工具怎么调出来reza_Aghazadeh_0001.jpg

datasets/lfw/raw\Ramon_Carden开发工具怎么调出来as\Ramon_Cargitee码云官网denas_0001.jpg

datasets/l开发工具怎么调出来fw/raw\Ted_Maher\Ted_Mahe开发工具是什么意思r_0002.jpg

datasets/lfw/raw\Ted_Maher\Ted_Maher_0001.jpg

dpython爬虫atasets/lfw/raw\Dionyssis_Georgiadis\Dionyssis_Georgiadis_0001.jpg

datasets/lfw/raw\Gennifer_Flowers\Gennife人工智能r_Flowers_0001人工智能概念股.jpg

datasets/lfw/raw\Bernard_Giraudeau\Bernard_Giraudtensorflow安装教程eau_0001.jp开发工具选项卡在哪g

datasets/lfw/raw\Mary_Hill\Mary_Hill_0001.jpg

datasets/lfw/raw\John_Leguizamo\John_Leguizamogitlab_0001.jpg

datasets/人工智能电影lfw/raw\Celia_Cruz\Celia_Cruz_0001.jpg

datasets/lfw/raw\Igor_Ivanov\Igor_Ivanov_0001.jpg

……

datasets/lfw/raw\Johnny_Benson\Johnny_Benson_0001.jpg

datasets/ltensorflow安装教程fw/raw\Ronaldo_Luis_giti轮胎是什么品牌Nazario_de_Lima\Ronaldo_Luis_Nazario_de_Lima_0004.jpg

datasets/lfw/ra算法框架/工具w\Ronaldo_Luis_Nazario_de_Lipython下载安装教程ma\Ronaldo_Luis_Nazario_de_Lima_0002.jpg

datasets/lfw/raw\Ronaldo_Luis_Nazari开发工具是什么意思o_de_L人工智能专业ima\Ronaldo_Luis_Nazagitee码云官网rio_de_Lima_0003.jpg

datasets/lfw/raw\Ronaldo_Luis_Nazariogithub_de_Lima\Ronaldo_Luis_Nazario_de_Lim人工智能专业a_0001.jpg

datasets/lfw/raw\Carrollgithub永久回家地址_Weimer\Carroll_Weimer_0001github永久回家地址.jpg

datasets/lfw/raw\Mark_Butcher\Mark_Butcher_0001.jpg

datasets/lfw/raw\Takenori_Kanzaki\Takenori_KTensorFlowanzaki_0001.jpg

Total n计算机视觉主要任务umber of images: 13233

Number of successfully aligned imgitee码云官网ages: 13233

运行(部分)代码

from __future__人工智能就业方向及前景 import absol人工智能ute_import

from __future__ import division

from __future__ import print_function

from scipy import misc

import sys

import os

import argparse

import tensorflow as tf

import facenet

import alipython基础教程gn.detect_face

impo计算机视觉就业前景rt random

from time import sleep

def parse_arguments(argv)计算机视觉的应用场景有哪些:

parser = argparse.ArgumentParser()

par开发工具是什么意思ser.add_argumepython123nt('input_dir', type=str, help='Directory with unaligned images.')

parser.add_argument(算法框架/工具'output_dir', type=str, help='Directpython编程ory witpython爬虫h aligned face thumbnails.')

parspythoner.add_argument('--image人工智能之父_size', type=intensorflow安装教程t,

……

return parser.parse_args(argv)

if __name__ == '__main__':

main(parse_argum开发工具ents(sys.argv[1:])计算机视觉的研究方向)

在裁剪好的LFW数据集进行验证

I开发工具nstructions for updating:

To construcgitit input pipelines, use the `tf.data` module.人工智能之父

Runnning forward pass on LFW images

Accuracy微信开发工具: 0.9tensorflow是干什么的92+-0.003

Validation rate: 0.974计算机视觉的研究方向67+-0.01477 @tensorflow菜鸟教程 FAR=0.00133

Area Under Curve (AUCpython可以做什么工作): 1.000

Equal Error Rate (EER): 0.007