function?[?BGOT?]?=?interface_trainBGOTFromImage_update（?features?class_id?）
%
%?
%?Usage?syntax:
%?[?model_data?]?=?interface_trainBGOTFromImage（?rgbImg?binImg?class_id?）
%
%?Inputs:
%
%?“features“?is?the?input?features?of?fish.?
%
%?“class_id“?is?the?class?label.
%
%?Outputs:
%
%?“model_data“?is?the?BGOT?model;?it?is?a?pre-trained?hierarchical
%???classification?tree.


%?Written?by:
%???Phoenix?X.?Huang
%???University?of?Edinburgh
%???U.K.
%
%???Email:?Xuan.Huang@ed.ac.uk
%
%???2011?2012?2013
%?
%?-----------------------------------------------------------------------
%?Copyright?（2013）:?Phoenix?X.?Huang
%
%?This?software?is?distributed?under?the?terms
%?of?the?GNU?General?Public?License?2.0.
%?
%?Permission?to?use?copy??and?distribute?this?software?for
%?any?purpose?without?fee?is?hereby?granted?provided?that?this?entire
%?notice?is?included?in?all?copies?of?any?software?which?is?or?includes
%?a?copy?or?modification?of?this?software?and?in?all?copies?of?the
%?supporting?documentation?for?such?software.
%?This?software?is?being?provided?“as?is“?without?any?express?or
%?implied?warranty.??In?particular?the?authors?do?not?make?any
%?representation?or?warranty?of?any?kind?concerning?the?merchantability
%?of?this?software?or?its?fitness?for?any?particular?purpose.“
%?----------------------------------------------------------------------
%

%set?default?parameters
[samples?dimens]?=?size（features）;
featurei?=?1:dimens;?%feature?id
traj?=?1:samples;?%trajectory?id
fold=5;?%5?fold?cross?validation
classifier=2;?%use?1vs1?classifier
traj_vote=0;?%not?use?trajectory?voting
class_set=unique（class_id）;?%input?class?set
node_id?=?1;?%root?node

%train?binary?split?tree?（BGOT?without?feature?selection）
[?hier?]?=?append_constructRecursiveNode（?features?featurei?class_id?traj‘?fold?classifier?traj_vote?class_set?node_id）;
hier.b_isTree?=?1;
hier.node_classSet?=?class_set;
%an?example?of?using?forward?sequential?feature?selection?to?select?feature
%subset?for?BGOT.?Note:?if?this?function?does?not?work?for?you?you?may?try
%to?do?feature?selection?first?and?assign?Subfeature?by?using
%append_hier_assignFSSubset.?
%
%append_hierFeatureSelection?=?feature?selection?+?append_hier_assignFSSubset
[?BGOT?]?=?append_hierFeatureSelection（?hier?features?featurei?class_id?traj‘?‘.‘）;
%set?Root?Subfeature?field?for?node?rejection
[featureSubset?scoreResult]?=?classify_featureselection_fw（features?featurei?class_id?traj‘?length（unique（featurei））?3?fold?classifier?‘fs_root‘）;
[mv?mi]?=?max（scoreResult（:?standard））;
BGOT.Root.Subfeature?=?featureSubset（1:mi）;

%use?cross?validation?for?evaluation
%[??result]?=?classify_crossValidation（features?featurei?class_id?traj‘?fold?classifier?0?BGOT?1）;
end

?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----
?????目錄???????????0??2018-03-05?15:48??fishRecognition\
?????文件????????2816??2018-03-05?15:25??fishRecognition\README
?????文件??????493449??2013-10-15?01:06??fishRecognition\features.mat
?????目錄???????????0??2018-03-05?15:48??fishRecognition\fish_recog\
?????文件?????????468??2013-10-06?22:44??fishRecognition\fish_recog\CheckData.m
?????文件????????1910??2013-10-06?22:44??fishRecognition\fish_recog\GrabCut.m
?????文件???????14299??2013-10-06?22:44??fishRecognition\fish_recog\GraphCut.m
?????文件??????119633??2013-10-06?22:44??fishRecognition\fish_recog\GraphCutConstr.mexglx
?????文件??????127351??2013-10-06?22:44??fishRecognition\fish_recog\GraphCutMex.mexglx
?????文件????????1192??2013-10-06?22:44??fishRecognition\fish_recog\LocalColorModel.m
?????文件????????3233??2013-10-06?22:44??fishRecognition\fish_recog\RecognizeFish.m
?????文件?????????170??2013-10-06?22:44??fishRecognition\fish_recog\SmoothnessTerm.m
?????文件??????178236??2013-10-06?22:44??fishRecognition\fish_recog\a_history.m
?????文件?????????285??2013-10-06?22:44??fishRecognition\fish_recog\append_CalculateSim_byResult.m
?????文件?????????509??2013-10-06?22:44??fishRecognition\fish_recog\append_acceptImage.m
?????文件?????????625??2013-10-06?22:44??fishRecognition\fish_recog\append_addSpeciesSubfeature.m
?????文件????????2073??2013-10-06?22:44??fishRecognition\fish_recog\append_ami_afinv.txt
?????文件?????????983??2013-10-06?22:44??fishRecognition\fish_recog\append_ami_cafmi.m
?????文件?????????493??2013-10-06?22:44??fishRecognition\fish_recog\append_ami_cm.m
?????文件?????????374??2013-10-06?22:44??fishRecognition\fish_recog\append_ami_readinv.m
?????文件?????????633??2013-10-06?22:44??fishRecognition\fish_recog\append_cleanBinaryImage.m
?????文件?????????249??2013-10-06?22:44??fishRecognition\fish_recog\append_compareChisquare.m
?????文件?????????449??2013-10-06?22:44??fishRecognition\fish_recog\append_complexmoment.m
?????文件????????2175??2013-10-15?02:48??fishRecognition\fish_recog\append_constructRecursiveNode.m
?????文件????????2288??2013-10-06?22:44??fishRecognition\fish_recog\append_constructRecursiveNode_parfor.m
?????文件????????1241??2013-10-06?22:44??fishRecognition\fish_recog\append_construct_hier.m
?????文件?????????673??2013-10-06?22:44??fishRecognition\fish_recog\append_convertScore_allNodes_15.m
?????文件?????????147??2013-10-06?22:44??fishRecognition\fish_recog\append_convertlabel.m
?????文件?????????304??2013-10-06?22:44??fishRecognition\fish_recog\append_convertscore.m
?????文件????????1814??2013-10-06?22:44??fishRecognition\fish_recog\append_createTreeFromTable.m
?????文件?????????843??2013-10-06?22:44??fishRecognition\fish_recog\append_createZeroMeanUnitVarianceImage.m
............此處省略155個文件信息