classdef??CarProphet
????properties（Access?=?‘public‘）
???????%?object?for?recognize?
???????Mat;
???????Video;
???????%%
???????STATE=-1;%?Attention:?STATE?is?the?program‘s?status.?0?represents?image?1?represents?video.
???????%%
???????END=false;%?Attention:?END?is?an?instruction?to?play?or?stop?the?video
???????%%
???????RealRegion;?%?[x?y?width?height]?or?a?matrix?of?it.
???????%%
???????Threshold=0.5;?%?judge?the?bbox?by?this?value.?（is?car?or?not??）
????end
????
????%%
????%?our?model?:RCNNModel?ClassifyModel.?“class_array“?is?the?index?of?car?type.?
????properties（Access?=?‘private‘）
???????RCNNModel;
???????ClassifyModel;
???????class_array;
????end
????%%
????methods（Access?=?‘public‘）
????????%?Constructor?of?the?class
????????function?Predictor?=?CarProphet（RCNNModelRoadClassifyModelRoadClassNameRoad）
????????????????Predictor.RCNNModel=load（RCNNModelRoad）;
????????????????Predictor.ClassifyModel=load（ClassifyModelRoad）;
????????????????Predictor.class_array=load（ClassNameRoad）;
????????end
????????%?Function?of?load?model
????????function?LoadRCNN（PredictorRCNNModelRoad）
????????????Predictor.RCNNModel=load（RCNNModelRoad）;
????????end
????????
????????function?LoadClassifyModel（PredictorClassifyModelRoad）
????????????Predictor.ClassifyModel=load（ClassifyModelRoad）;
????????end
????????%%
????????%?4?steps:load?pic->selective_search（proposal）->?rcnn_forward?->?classify
????????%?Attention:?selective_search?and?rcnn_forward?are?not?directly
????????%?linked?here?because?a?large?number?of?proposals?but?you?can?find
????????%?a?way?to?link?it?in?draw.m?
????????
????????function?[ProposalScores]=selective_search（Predictor）
????????????[ProposalScores]=Predictor.RCNNModel.cifar10NetRCNN.RegionProposalFcn（Predictor.Mat）;
????????end
????????
????????
????????function?RealRegion=rcnn_forward（Predictor）
???????????[bboxes?scores?~]=?Predictor.RCNNModel.cifar10NetRCNN.detect（Predictor.Mat）;
???????????CarScores=scores（:1）;
???????????HighProbROI_Index=find（CarScores>Predictor.Threshold）;
???????????RealRegion=bboxes（HighProbROI_Index:）;
????????end
????????
????????
????????function?[roisclasses]=classify（Predictor）
????????????size_=size（Predictor.RealRegion）;
????????????length_=size_（1）;
????????????img_batch4d=zeros（2272273length_）;
????????????for?i=1:length_
??????????????crop_roi=Predictor.RealRegion（i:）;
??????????????img_single=imcrop（Predictor.Matcrop_roi）;
??????????????img_single=imresize（img_single[227?227]）;
??????????????img_batch4d（:::i）=img_single;?%?Constructing?4d-array?images
????????????end
??????????????if（~isempty（img_batch4d））
??????????????????label_nums=Predictor.ClassifyModel.AlexNet_New.classify（img_batch4d）;
??????????????????%draw?labels?in?picture
??????????????????classes=Predictor.class_array.class_names（label_nums）;
??????????????????rois=Predictor.RealRegion;
??????????????end
????????end
????????
????????
?????

?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----
?????目錄???????????0??2018-07-10?15:28??車輛檢測識別\
?????目錄???????????0??2018-07-10?15:27??車輛檢測識別\車輛檢測與識別\
?????文件????????3201??2017-03-31?09:12??車輛檢測識別\車輛檢測與識別\CarProphet.m
?????目錄???????????0??2018-07-10?15:27??車輛檢測識別\車輛檢測與識別\core_func\
?????文件?????????391??2017-03-31?09:12??車輛檢測識別\車輛檢測與識別\core_func\draw.m
?????文件?????????358??2017-03-31?09:12??車輛檢測識別\車輛檢測與識別\core_func\draw_roi_class.m
?????文件?????????277??2017-03-31?09:12??車輛檢測識別\車輛檢測與識別\core_func\get_highscore_proposals.m
?????目錄???????????0??2018-07-10?15:27??車輛檢測識別\車輛檢測與識別\GUI\
?????文件???????70136??2017-03-31?09:12??車輛檢測識別\車輛檢測與識別\GUI\MainWindow.fig
?????文件????????8785??2017-03-31?09:12??車輛檢測識別\車輛檢測與識別\GUI\MainWindow.m
?????目錄???????????0??2018-07-10?15:27??車輛檢測識別\車輛檢測與識別\Model\
?????文件?????????250??2017-03-31?09:12??車輛檢測識別\車輛檢測與識別\Model\Download.txt
?????目錄???????????0??2018-07-10?15:27??車輛檢測識別\車輛檢測與識別\Old\
?????文件?????????765??2017-03-31?09:12??車輛檢測識別\車輛檢測與識別\Old\Pic_Detect_Recognition.m
?????文件?????????302??2017-03-31?09:12??車輛檢測識別\車輛檢測與識別\Old\Start.m
?????文件?????????960??2017-03-31?09:12??車輛檢測識別\車輛檢測與識別\Old\Video_Detect_Recognition.m
?????文件????????3156??2017-03-31?09:12??車輛檢測識別\車輛檢測與識別\README.md
?????文件?????????187??2017-03-31?09:12??車輛檢測識別\車輛檢測與識別\start.m