Revision 47beaff6f6912baaae27db21d88c90f6edbea2e7 authored by Bartosz Zielinski on 11 August 2017, 15:34:09 UTC, committed by Bartosz Zielinski on 11 August 2017, 15:34:09 UTC
1 parent 9482979
run_experiments.m
function run_experiments()
setup;
path_model_vgg_m = 'data/models/imagenet-vgg-m.mat';
path_model_vgg_vd = 'data/models/imagenet-vgg-verydeep-19-OLD.mat';
path_model_alexnet = 'data/models/imagenet-caffe-alex.mat';
% RCNN (FC-CNN) flavors
rcnn.name = 'rcnn' ;
rcnn.opts = {...
'type', 'rcnn', ...
'model', path_model_vgg_m, ...
'layer', 19} ;
rcnnalx.name = 'rcnnalx' ;
rcnnalx.opts = {...
'type', 'rcnn', ...
'model', path_model_alexnet, ...
'layer', 19} ;
rcnnvd.name = 'rcnnvd' ;
rcnnvd.opts = {...
'type', 'rcnn', ...
'model', path_model_vgg_vd, ...
'layer', 41} ;
dcnnalx.name = 'dcnnalxfv' ;
dcnnalx.opts = {...
'type', 'dcnn', ...
'model', path_model_alexnet, ...
'layer', 13, ...
'numWords', 64, ...
'encoderType', 'fv'};
dcnn.name = 'dcnnfv' ;
dcnn.opts = {...
'type', 'dcnn', ...
'model', path_model_vgg_m, ...
'layer', 13, ...
'numWords', 64, ...
'encoderType', 'fv'};
dcnnbovw.name = 'dcnnbovw' ;
dcnnbovw.opts = {...
'type', 'dcnn', ...
'model', path_model_vgg_m, ...
'layer', 13, ...
'numWords', 4096, ...
'encoderType', 'bovw'} ;
dcnnvlad.name = 'dcnnvlad' ;
dcnnvlad.opts = {...
'type', 'dcnn', ...
'model', path_model_vgg_m, ...
'layer', 13, ...
'numWords', 64, ...
'encoderType', 'vlad'} ;
dcnnvd.name = 'dcnnvdfv' ;
dcnnvd.opts = {...
'type', 'dcnn', ...
'model', path_model_vgg_vd, ...
'layer', 35, ...
'numWords', 64, ...
'encoderType', 'fv'} ;
dsift.name = 'dsift' ;
dsift.opts = {...
'type', 'dsift', ...
'numWords', 256, ...
'numPcaDimensions', 80} ;
% Set of experiments to run
setupNameList = {'dsift', ...
'rcnn', 'dcnn', 'rdcnn', 'srdcnn', ...
'rcnnalx', 'dcnnalx', 'rdcnnalx', 'srdcnnalx', ...
'rcnnvd', 'dcnnvd', 'rdcnnvd', 'srdcnnvd'} ;
encoderList = {{dsift}, ...
{rcnn}, {dcnn}, {rcnn dcnn}, {rcnn dcnn dsift}, ...
{rcnnalx}, {dcnnalx}, {rcnnalx dcnnalx}, {rcnnalx dcnnalx dsift}, ...
{rcnnvd}, {dcnnvd}, {rcnnvd dcnnvd}, {rcnnvd dcnnvd dsift}} ;
datasetList = {{'bacteria', 5}} ;
classifiers = {'', '--linear', '--polynomial', '--rbf', '--rf'} ;
for ii = 1 : numel(datasetList)
dataset = datasetList{ii} ;
if iscell(dataset)
numSplits = dataset{2} ;
dataset = dataset{1} ;
else
numSplits = 1 ;
end
for classifierIndex = 1 : numel(classifiers)
for seedIndex = 1 : numSplits
for ee = 1 : numel(encoderList)
os_train(...
'dataset', dataset, ...
'seed', seedIndex, ...
'encoders', encoderList{ee}, ...
'prefix', 'exp01', ...
'suffix', setupNameList{ee}, ...
'printDatasetInfo', ee == 1, ...
'writeResults', true, ...
'vocDir', 'data/VOC2007', ...
'useGpu', false, ...
'gpuId', 1, ...
'classifier', classifiers{classifierIndex});
end
end
end
end
end
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