Android实战技巧之三十:人脸检测-静态
来源:互联网 发布:windows无法正确加载 编辑:程序博客网 时间:2024/06/01 09:16
最近微软的how-old.net把人脸识别技术又大大的火了一把。通过大数据和复杂的算法,能够神奇的预测出照片中人物的性别和年龄。虽然错误率也不低,但是大家都抱着玩一玩乐一乐的心态把照片传上去让机器来鉴定一下自己的颜龄。
人脸识别算法是高深复杂的,面对着计算机视觉的种种数学公式,我就已经投降了。先来简单的玩玩人脸检测吧。Android早已提供了FaceDetector类,今天就来看看如何使用这个类人脸检测吧。
流程:
1.打开文件夹选择照片
2.将照片加载到bitmap中并缩放到设置的宽高
3.用FaceDetector来检测人脸,得到Face类数组(多人脸检测)
4.在照片bitmap检测到的人脸上面画上方框和年龄
一、选择照片
将Intent设置Type和Action,启动activity选择照片并得到照片的uri。
<code class="hljs avrasm has-numbering" style="display: block; padding: 0px; background-color: transparent; color: inherit; box-sizing: border-box; font-family: 'Source Code Pro', monospace;font-size:undefined; white-space: pre; border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-right-radius: 0px; border-bottom-left-radius: 0px; word-wrap: normal; background-position: initial initial; background-repeat: initial initial;"> Intent intent = new Intent()<span class="hljs-comment" style="color: rgb(136, 0, 0); box-sizing: border-box;">;</span> intent<span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.setType</span>(<span class="hljs-string" style="color: rgb(0, 136, 0); box-sizing: border-box;">"image/*"</span>)<span class="hljs-comment" style="color: rgb(136, 0, 0); box-sizing: border-box;">;</span> intent<span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.setAction</span>(Intent<span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.ACTION</span>_GET_CONTENT)<span class="hljs-comment" style="color: rgb(136, 0, 0); box-sizing: border-box;">;</span> startActivityForResult(intent, OPEN_PHOTO_FOLDER_REQUEST_CODE)<span class="hljs-comment" style="color: rgb(136, 0, 0); box-sizing: border-box;">;</span></code><ul class="pre-numbering" style="box-sizing: border-box; position: absolute; width: 50px; background-color: rgb(238, 238, 238); top: 0px; left: 0px; margin: 0px; padding: 6px 0px 40px; border-right-width: 1px; border-right-style: solid; border-right-color: rgb(221, 221, 221); list-style: none; text-align: right;"><li style="box-sizing: border-box; padding: 0px 5px;">1</li><li style="box-sizing: border-box; padding: 0px 5px;">2</li><li style="box-sizing: border-box; padding: 0px 5px;">3</li><li style="box-sizing: border-box; padding: 0px 5px;">4</li></ul>
二、加载照片到bitmap并缩放
新建一个类FDView继承自View,就像上一篇文章一样,对bitmap的修改用到了canvas的知识。
有两种办法将照片加载到bitmap中:
1.通过uri用stream的方式
<code class="hljs cs has-numbering" style="display: block; padding: 0px; background-color: transparent; color: inherit; box-sizing: border-box; font-family: 'Source Code Pro', monospace;font-size:undefined; white-space: pre; border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-right-radius: 0px; border-bottom-left-radius: 0px; word-wrap: normal; background-position: initial initial; background-repeat: initial initial;"> <span class="hljs-keyword" style="color: rgb(0, 0, 136); box-sizing: border-box;">public</span> <span class="hljs-keyword" style="color: rgb(0, 0, 136); box-sizing: border-box;">void</span> <span class="hljs-title" style="box-sizing: border-box;">initBitmap</span>(Uri uri,<span class="hljs-keyword" style="color: rgb(0, 0, 136); box-sizing: border-box;">int</span> width,<span class="hljs-keyword" style="color: rgb(0, 0, 136); box-sizing: border-box;">int</span> height) { <span class="hljs-keyword" style="color: rgb(0, 0, 136); box-sizing: border-box;">try</span> { ContentResolver resolver = mContext.getContentResolver(); BitmapFactory.Options options = <span class="hljs-keyword" style="color: rgb(0, 0, 136); box-sizing: border-box;">new</span> BitmapFactory.Options(); options.inPreferredConfig = Bitmap.Config.RGB_565;<span class="hljs-comment" style="color: rgb(136, 0, 0); box-sizing: border-box;">//need this config</span> Bitmap bitmap = BitmapFactory.decodeStream(resolver.openInputStream(uri), <span class="hljs-keyword" style="color: rgb(0, 0, 136); box-sizing: border-box;">null</span>, options); mBitmap = ThumbnailUtils.extractThumbnail(bitmap, width, height);<span class="hljs-comment" style="color: rgb(136, 0, 0); box-sizing: border-box;">//scale the bitmap</span> detectFace(); } <span class="hljs-keyword" style="color: rgb(0, 0, 136); box-sizing: border-box;">catch</span> (Exception ex) { Log.e(TAG,<span class="hljs-string" style="color: rgb(0, 136, 0); box-sizing: border-box;">"exception: "</span>+ex.getMessage()); } }</code><ul class="pre-numbering" style="box-sizing: border-box; position: absolute; width: 50px; background-color: rgb(238, 238, 238); top: 0px; left: 0px; margin: 0px; padding: 6px 0px 40px; border-right-width: 1px; border-right-style: solid; border-right-color: rgb(221, 221, 221); list-style: none; text-align: right;"><li style="box-sizing: border-box; padding: 0px 5px;">1</li><li style="box-sizing: border-box; padding: 0px 5px;">2</li><li style="box-sizing: border-box; padding: 0px 5px;">3</li><li style="box-sizing: border-box; padding: 0px 5px;">4</li><li style="box-sizing: border-box; padding: 0px 5px;">5</li><li style="box-sizing: border-box; padding: 0px 5px;">6</li><li style="box-sizing: border-box; padding: 0px 5px;">7</li><li style="box-sizing: border-box; padding: 0px 5px;">8</li><li style="box-sizing: border-box; padding: 0px 5px;">9</li><li style="box-sizing: border-box; padding: 0px 5px;">10</li><li style="box-sizing: border-box; padding: 0px 5px;">11</li><li style="box-sizing: border-box; padding: 0px 5px;">12</li></ul>
2.用照片的真实路径加载
获得真实路径:
<code class="hljs avrasm has-numbering" style="display: block; padding: 0px; background-color: transparent; color: inherit; box-sizing: border-box; font-family: 'Source Code Pro', monospace;font-size:undefined; white-space: pre; border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-right-radius: 0px; border-bottom-left-radius: 0px; word-wrap: normal; background-position: initial initial; background-repeat: initial initial;"> private void initFRViewWithPath(Uri uri) { String[] projection = {MediaStore<span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.Images</span><span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.Media</span><span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.DATA</span>}<span class="hljs-comment" style="color: rgb(136, 0, 0); box-sizing: border-box;">;</span>// Cursor cursor = managedQuery(uri, projection, null, null, null)<span class="hljs-comment" style="color: rgb(136, 0, 0); box-sizing: border-box;">;//deprecated</span> CursorLoader cursorLoader = new CursorLoader(this,uri,projection,null,null,null)<span class="hljs-comment" style="color: rgb(136, 0, 0); box-sizing: border-box;">;</span> Cursor cursor = cursorLoader<span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.loadInBackground</span>()<span class="hljs-comment" style="color: rgb(136, 0, 0); box-sizing: border-box;">;</span> int column_index = cursor<span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.getColumnIndexOrThrow</span>(MediaStore<span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.Images</span><span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.Media</span><span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.DATA</span>)<span class="hljs-comment" style="color: rgb(136, 0, 0); box-sizing: border-box;">;</span> cursor<span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.moveToFirst</span>()<span class="hljs-comment" style="color: rgb(136, 0, 0); box-sizing: border-box;">;</span> String path = cursor<span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.getString</span>(column_index)<span class="hljs-comment" style="color: rgb(136, 0, 0); box-sizing: border-box;">;</span> Log<span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.e</span>(TAG,<span class="hljs-string" style="color: rgb(0, 136, 0); box-sizing: border-box;">"real path: "</span>+path)<span class="hljs-comment" style="color: rgb(136, 0, 0); box-sizing: border-box;">;</span> mFRView<span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.initBitmap</span>(path,mFRView<span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.getWidth</span>(),mFRView<span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.getHeight</span>())<span class="hljs-comment" style="color: rgb(136, 0, 0); box-sizing: border-box;">;</span> }</code><ul class="pre-numbering" style="box-sizing: border-box; position: absolute; width: 50px; background-color: rgb(238, 238, 238); top: 0px; left: 0px; margin: 0px; padding: 6px 0px 40px; border-right-width: 1px; border-right-style: solid; border-right-color: rgb(221, 221, 221); list-style: none; text-align: right;"><li style="box-sizing: border-box; padding: 0px 5px;">1</li><li style="box-sizing: border-box; padding: 0px 5px;">2</li><li style="box-sizing: border-box; padding: 0px 5px;">3</li><li style="box-sizing: border-box; padding: 0px 5px;">4</li><li style="box-sizing: border-box; padding: 0px 5px;">5</li><li style="box-sizing: border-box; padding: 0px 5px;">6</li><li style="box-sizing: border-box; padding: 0px 5px;">7</li><li style="box-sizing: border-box; padding: 0px 5px;">8</li><li style="box-sizing: border-box; padding: 0px 5px;">9</li><li style="box-sizing: border-box; padding: 0px 5px;">10</li><li style="box-sizing: border-box; padding: 0px 5px;">11</li><li style="box-sizing: border-box; padding: 0px 5px;">12</li></ul>
decodeFile:
<code class="hljs cs has-numbering" style="display: block; padding: 0px; background-color: transparent; color: inherit; box-sizing: border-box; font-family: 'Source Code Pro', monospace;font-size:undefined; white-space: pre; border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-right-radius: 0px; border-bottom-left-radius: 0px; word-wrap: normal; background-position: initial initial; background-repeat: initial initial;"> <span class="hljs-keyword" style="color: rgb(0, 0, 136); box-sizing: border-box;">public</span> <span class="hljs-keyword" style="color: rgb(0, 0, 136); box-sizing: border-box;">void</span> <span class="hljs-title" style="box-sizing: border-box;">initBitmap</span>(String path,<span class="hljs-keyword" style="color: rgb(0, 0, 136); box-sizing: border-box;">int</span> width,<span class="hljs-keyword" style="color: rgb(0, 0, 136); box-sizing: border-box;">int</span> height) { BitmapFactory.Options options = <span class="hljs-keyword" style="color: rgb(0, 0, 136); box-sizing: border-box;">new</span> BitmapFactory.Options(); options.inPreferredConfig = Bitmap.Config.RGB_565; mBitmap = BitmapFactory.decodeFile(path, options); mBitmap = ThumbnailUtils.extractThumbnail(mBitmap,width,height);<span class="hljs-comment" style="color: rgb(136, 0, 0); box-sizing: border-box;">//scale the bitmap</span> detectFace(); }</code><ul class="pre-numbering" style="box-sizing: border-box; position: absolute; width: 50px; background-color: rgb(238, 238, 238); top: 0px; left: 0px; margin: 0px; padding: 6px 0px 40px; border-right-width: 1px; border-right-style: solid; border-right-color: rgb(221, 221, 221); list-style: none; text-align: right;"><li style="box-sizing: border-box; padding: 0px 5px;">1</li><li style="box-sizing: border-box; padding: 0px 5px;">2</li><li style="box-sizing: border-box; padding: 0px 5px;">3</li><li style="box-sizing: border-box; padding: 0px 5px;">4</li><li style="box-sizing: border-box; padding: 0px 5px;">5</li><li style="box-sizing: border-box; padding: 0px 5px;">6</li><li style="box-sizing: border-box; padding: 0px 5px;">7</li></ul>
三、人脸检测
<code class="hljs cs has-numbering" style="display: block; padding: 0px; background-color: transparent; color: inherit; box-sizing: border-box; font-family: 'Source Code Pro', monospace;font-size:undefined; white-space: pre; border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-right-radius: 0px; border-bottom-left-radius: 0px; word-wrap: normal; background-position: initial initial; background-repeat: initial initial;"> <span class="hljs-keyword" style="color: rgb(0, 0, 136); box-sizing: border-box;">private</span> <span class="hljs-keyword" style="color: rgb(0, 0, 136); box-sizing: border-box;">void</span> <span class="hljs-title" style="box-sizing: border-box;">detectFace</span>() { <span class="hljs-keyword" style="color: rgb(0, 0, 136); box-sizing: border-box;">if</span>(mBitmap != <span class="hljs-keyword" style="color: rgb(0, 0, 136); box-sizing: border-box;">null</span>) { mImageWidth = mBitmap.getWidth(); mImageHeight = mBitmap.getHeight(); mFaces = <span class="hljs-keyword" style="color: rgb(0, 0, 136); box-sizing: border-box;">new</span> FaceDetector.Face[NUMBER_OF_FACES]; mFaceDetector = <span class="hljs-keyword" style="color: rgb(0, 0, 136); box-sizing: border-box;">new</span> FaceDetector(mImageWidth, mImageHeight, NUMBER_OF_FACES); mNumberOfFaceDetected = mFaceDetector.findFaces(mBitmap, mFaces); invalidate(); } }</code><ul class="pre-numbering" style="box-sizing: border-box; position: absolute; width: 50px; background-color: rgb(238, 238, 238); top: 0px; left: 0px; margin: 0px; padding: 6px 0px 40px; border-right-width: 1px; border-right-style: solid; border-right-color: rgb(221, 221, 221); list-style: none; text-align: right;"><li style="box-sizing: border-box; padding: 0px 5px;">1</li><li style="box-sizing: border-box; padding: 0px 5px;">2</li><li style="box-sizing: border-box; padding: 0px 5px;">3</li><li style="box-sizing: border-box; padding: 0px 5px;">4</li><li style="box-sizing: border-box; padding: 0px 5px;">5</li><li style="box-sizing: border-box; padding: 0px 5px;">6</li><li style="box-sizing: border-box; padding: 0px 5px;">7</li><li style="box-sizing: border-box; padding: 0px 5px;">8</li><li style="box-sizing: border-box; padding: 0px 5px;">9</li><li style="box-sizing: border-box; padding: 0px 5px;">10</li></ul>
四、人脸上画框
在onDraw中用canvas将检测到的人脸画上框并写上年龄。
<code class="hljs avrasm has-numbering" style="display: block; padding: 0px; background-color: transparent; color: inherit; box-sizing: border-box; font-family: 'Source Code Pro', monospace;font-size:undefined; white-space: pre; border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-right-radius: 0px; border-bottom-left-radius: 0px; word-wrap: normal; background-position: initial initial; background-repeat: initial initial;"> @Override protected void onDraw(Canvas canvas) { super<span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.onDraw</span>(canvas)<span class="hljs-comment" style="color: rgb(136, 0, 0); box-sizing: border-box;">;</span> if(mBitmap != null) { canvas<span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.drawBitmap</span>(mBitmap, <span class="hljs-number" style="color: rgb(0, 102, 102); box-sizing: border-box;">0</span>, <span class="hljs-number" style="color: rgb(0, 102, 102); box-sizing: border-box;">0</span>, null)<span class="hljs-comment" style="color: rgb(136, 0, 0); box-sizing: border-box;">;</span> Paint paint = new Paint()<span class="hljs-comment" style="color: rgb(136, 0, 0); box-sizing: border-box;">;</span> paint<span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.setColor</span>(Color<span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.WHITE</span>)<span class="hljs-comment" style="color: rgb(136, 0, 0); box-sizing: border-box;">;</span> paint<span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.setStyle</span>(Paint<span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.Style</span><span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.STROKE</span>)<span class="hljs-comment" style="color: rgb(136, 0, 0); box-sizing: border-box;">;</span> paint<span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.setStrokeWidth</span>(<span class="hljs-number" style="color: rgb(0, 102, 102); box-sizing: border-box;">2</span>)<span class="hljs-comment" style="color: rgb(136, 0, 0); box-sizing: border-box;">;</span> paint<span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.setTextSize</span>(<span class="hljs-number" style="color: rgb(0, 102, 102); box-sizing: border-box;">50</span>)<span class="hljs-comment" style="color: rgb(136, 0, 0); box-sizing: border-box;">;</span> for(int i=<span class="hljs-number" style="color: rgb(0, 102, 102); box-sizing: border-box;">0</span><span class="hljs-comment" style="color: rgb(136, 0, 0); box-sizing: border-box;">; i < mNumberOfFaceDetected; i++){</span> FaceDetector<span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.Face</span> face = mFaces[i]<span class="hljs-comment" style="color: rgb(136, 0, 0); box-sizing: border-box;">;</span> PointF pointF = new PointF()<span class="hljs-comment" style="color: rgb(136, 0, 0); box-sizing: border-box;">;</span> face<span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.getMidPoint</span>(pointF)<span class="hljs-comment" style="color: rgb(136, 0, 0); box-sizing: border-box;">;</span> mEyesDistance = face<span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.eyesDistance</span>()<span class="hljs-comment" style="color: rgb(136, 0, 0); box-sizing: border-box;">;</span> canvas<span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.drawRect</span>( (int)(pointF<span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.x</span> - mEyesDistance), (int)(pointF<span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.y</span> - mEyesDistance/<span class="hljs-number" style="color: rgb(0, 102, 102); box-sizing: border-box;">2</span>), (int)(pointF<span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.x</span> + mEyesDistance), (int)(pointF<span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.y</span> + mEyesDistance*<span class="hljs-number" style="color: rgb(0, 102, 102); box-sizing: border-box;">3</span>/<span class="hljs-number" style="color: rgb(0, 102, 102); box-sizing: border-box;">2</span>), paint)<span class="hljs-comment" style="color: rgb(136, 0, 0); box-sizing: border-box;">;</span> canvas<span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.drawText</span>(<span class="hljs-string" style="color: rgb(0, 136, 0); box-sizing: border-box;">"28"</span>,pointF<span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.x</span>,pointF<span class="hljs-preprocessor" style="color: rgb(68, 68, 68); box-sizing: border-box;">.y</span> - mEyesDistance/<span class="hljs-number" style="color: rgb(0, 102, 102); box-sizing: border-box;">2</span>-<span class="hljs-number" style="color: rgb(0, 102, 102); box-sizing: border-box;">5</span>,paint)<span class="hljs-comment" style="color: rgb(136, 0, 0); box-sizing: border-box;">;</span> } } }</code><ul class="pre-numbering" style="box-sizing: border-box; position: absolute; width: 50px; background-color: rgb(238, 238, 238); top: 0px; left: 0px; margin: 0px; padding: 6px 0px 40px; border-right-width: 1px; border-right-style: solid; border-right-color: rgb(221, 221, 221); list-style: none; text-align: right;"><li style="box-sizing: border-box; padding: 0px 5px;">1</li><li style="box-sizing: border-box; padding: 0px 5px;">2</li><li style="box-sizing: border-box; padding: 0px 5px;">3</li><li style="box-sizing: border-box; padding: 0px 5px;">4</li><li style="box-sizing: border-box; padding: 0px 5px;">5</li><li style="box-sizing: border-box; padding: 0px 5px;">6</li><li style="box-sizing: border-box; padding: 0px 5px;">7</li><li style="box-sizing: border-box; padding: 0px 5px;">8</li><li style="box-sizing: border-box; padding: 0px 5px;">9</li><li style="box-sizing: border-box; padding: 0px 5px;">10</li><li style="box-sizing: border-box; padding: 0px 5px;">11</li><li style="box-sizing: border-box; padding: 0px 5px;">12</li><li style="box-sizing: border-box; padding: 0px 5px;">13</li><li style="box-sizing: border-box; padding: 0px 5px;">14</li><li style="box-sizing: border-box; padding: 0px 5px;">15</li><li style="box-sizing: border-box; padding: 0px 5px;">16</li><li style="box-sizing: border-box; padding: 0px 5px;">17</li><li style="box-sizing: border-box; padding: 0px 5px;">18</li><li style="box-sizing: border-box; padding: 0px 5px;">19</li><li style="box-sizing: border-box; padding: 0px 5px;">20</li><li style="box-sizing: border-box; padding: 0px 5px;">21</li><li style="box-sizing: border-box; padding: 0px 5px;">22</li><li style="box-sizing: border-box; padding: 0px 5px;">23</li><li style="box-sizing: border-box; padding: 0px 5px;">24</li><li style="box-sizing: border-box; padding: 0px 5px;">25</li><li style="box-sizing: border-box; padding: 0px 5px;">26</li></ul>
最终效果图:
源码请参考我的开源demo:https://code.csdn.net/lincyang/androidwidgetdemo
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