commit 01ce588a9edccbbc24cfb09b12ccde1b0b2df369 Author: aj Date: Wed Nov 6 15:22:15 2019 +0000 initial commit with random descriptors and skeleton report diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..caba867 --- /dev/null +++ b/.gitignore @@ -0,0 +1 @@ +dataset diff --git a/cvpr_compare.m b/cvpr_compare.m new file mode 100644 index 0000000..cde80a0 --- /dev/null +++ b/cvpr_compare.m @@ -0,0 +1,10 @@ +function dst=cvpr_compare(F1, F2) + +% This function should compare F1 to F2 - i.e. compute the distance +% between the two descriptors + +% For now it just returns a random number + +dst=rand(); + +return; diff --git a/cvpr_computedescriptors.m b/cvpr_computedescriptors.m new file mode 100644 index 0000000..36738f6 --- /dev/null +++ b/cvpr_computedescriptors.m @@ -0,0 +1,38 @@ +%% EEE3032 - Computer Vision and Pattern Recognition (ee3.cvpr) +%% +%% cvpr_computedescriptors.m +%% Skeleton code provided as part of the coursework assessment +%% This code will iterate through every image in the MSRCv2 dataset +%% and call a function 'extractRandom' to extract a descriptor from the +%% image. Currently that function returns just a random vector so should +%% be changed as part of the coursework exercise. +%% +%% (c) John Collomosse 2010 (J.Collomosse@surrey.ac.uk) +%% Centre for Vision Speech and Signal Processing (CVSSP) +%% University of Surrey, United Kingdom + +close all; +clear all; + +%% Edit the following line to the folder you unzipped the MSRCv2 dataset to +DATASET_FOLDER = 'dataset'; + +%% Create a folder to hold the results... +OUT_FOLDER = 'descriptors'; +%% and within that folder, create another folder to hold these descriptors +%% the idea is all your descriptors are in individual folders - within +%% the folder specified as 'OUT_FOLDER'. +OUT_SUBFOLDER='globalRGBhisto'; + +allfiles=dir (fullfile([DATASET_FOLDER,'/Images/*.bmp'])); +for filenum=1:length(allfiles) + fname=allfiles(filenum).name; + fprintf('Processing file %d/%d - %s\n',filenum,length(allfiles),fname); + tic; + imgfname_full=([DATASET_FOLDER,'/Images/',fname]); + img=double(imread(imgfname_full))./255; + fout=[OUT_FOLDER,'/',OUT_SUBFOLDER,'/',fname(1:end-4),'.mat'];%replace .bmp with .mat + F=extractRandom(img); + save(fout,'F'); + toc +end diff --git a/cvpr_visualsearch.m b/cvpr_visualsearch.m new file mode 100644 index 0000000..22872c3 --- /dev/null +++ b/cvpr_visualsearch.m @@ -0,0 +1,81 @@ +%% EEE3032 - Computer Vision and Pattern Recognition (ee3.cvpr) +%% +%% cvpr_visualsearch.m +%% Skeleton code provided as part of the coursework assessment +%% +%% This code will load in all descriptors pre-computed (by the +%% function cvpr_computedescriptors) from the images in the MSRCv2 dataset. +%% +%% It will pick a descriptor at random and compare all other descriptors to +%% it - by calling cvpr_compare. In doing so it will rank the images by +%% similarity to the randomly picked descriptor. Note that initially the +%% function cvpr_compare returns a random number - you need to code it +%% so that it returns the Euclidean distance or some other distance metric +%% between the two descriptors it is passed. +%% +%% (c) John Collomosse 2010 (J.Collomosse@surrey.ac.uk) +%% Centre for Vision Speech and Signal Processing (CVSSP) +%% University of Surrey, United Kingdom + +close all; +clear all; + +%% Edit the following line to the folder you unzipped the MSRCv2 dataset to +DATASET_FOLDER = 'dataset'; + +%% Folder that holds the results... +DESCRIPTOR_FOLDER = 'descriptors'; +%% and within that folder, another folder to hold the descriptors +%% we are interested in working with +DESCRIPTOR_SUBFOLDER='globalRGBhisto'; + + +%% 1) Load all the descriptors into "ALLFEAT" +%% each row of ALLFEAT is a descriptor (is an image) + +ALLFEAT=[]; +ALLFILES=cell(1,0); +ctr=1; +allfiles=dir (fullfile([DATASET_FOLDER,'/Images/*.bmp'])); +for filenum=1:length(allfiles) + fname=allfiles(filenum).name; + imgfname_full=([DATASET_FOLDER,'/Images/',fname]); + img=double(imread(imgfname_full))./255; + thesefeat=[]; + featfile=[DESCRIPTOR_FOLDER,'/',DESCRIPTOR_SUBFOLDER,'/',fname(1:end-4),'.mat'];%replace .bmp with .mat + load(featfile,'F'); + ALLFILES{ctr}=imgfname_full; + ALLFEAT=[ALLFEAT ; F]; + ctr=ctr+1; +end + +%% 2) Pick an image at random to be the query +NIMG=size(ALLFEAT,1); % number of images in collection +queryimg=floor(rand()*NIMG); % index of a random image + + +%% 3) Compute the distance of image to the query +dst=[]; +for i=1:NIMG + candidate=ALLFEAT(i,:); + query=ALLFEAT(queryimg,:); + thedst=cvpr_compare(query,candidate); + dst=[dst ; [thedst i]]; +end +dst=sortrows(dst,1); % sort the results + +%% 4) Visualise the results +%% These may be a little hard to see using imgshow +%% If you have access, try using imshow(outdisplay) or imagesc(outdisplay) + +SHOW=15; % Show top 15 results +dst=dst(1:SHOW,:); +outdisplay=[]; +for i=1:size(dst,1) + 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b/report/coursework.lyx new file mode 100644 index 0000000..d7d84b8 --- /dev/null +++ b/report/coursework.lyx @@ -0,0 +1,136 @@ +#LyX 2.3 created this file. For more info see http://www.lyx.org/ +\lyxformat 544 +\begin_document +\begin_header +\save_transient_properties true +\origin unavailable +\textclass article +\use_default_options true +\maintain_unincluded_children false +\language english +\language_package default +\inputencoding auto +\fontencoding global +\font_roman "default" "default" +\font_sans "default" "default" +\font_typewriter "default" "default" +\font_math "auto" "auto" +\font_default_family default +\use_non_tex_fonts false +\font_sc false +\font_osf false +\font_sf_scale 100 100 +\font_tt_scale 100 100 +\use_microtype false +\use_dash_ligatures true +\graphics default +\default_output_format default +\output_sync 0 +\bibtex_command default +\index_command default +\paperfontsize default +\spacing single +\use_hyperref false +\papersize default +\use_geometry true +\use_package amsmath 1 +\use_package amssymb 1 +\use_package cancel 1 +\use_package esint 1 +\use_package mathdots 1 +\use_package mathtools 1 +\use_package mhchem 1 +\use_package stackrel 1 +\use_package stmaryrd 1 +\use_package undertilde 1 +\cite_engine basic +\cite_engine_type default +\biblio_style plain +\use_bibtopic false +\use_indices false +\paperorientation portrait +\suppress_date true +\justification true +\use_refstyle 1 +\use_minted 0 +\index Index +\shortcut idx +\color #008000 +\end_index +\leftmargin 2cm +\topmargin 2cm +\rightmargin 2cm +\bottommargin 2cm +\secnumdepth 3 +\tocdepth 3 +\paragraph_separation indent +\paragraph_indentation default +\is_math_indent 0 +\math_numbering_side default +\quotes_style english +\dynamic_quotes 0 +\papercolumns 1 +\papersides 1 +\paperpagestyle default +\tracking_changes false +\output_changes false +\html_math_output 0 +\html_css_as_file 0 +\html_be_strict false +\end_header + +\begin_body + +\begin_layout Title +Visual Search Coursework +\end_layout + +\begin_layout Author +Andy Pack (6420013) +\end_layout + +\begin_layout LyX-Code +\begin_inset Newpage pagebreak +\end_inset + + +\end_layout + +\begin_layout Section* +Abstract +\end_layout + +\begin_layout Standard +abstract +\end_layout + +\begin_layout LyX-Code +\begin_inset CommandInset toc +LatexCommand tableofcontents + +\end_inset + + +\end_layout + +\begin_layout Quotation +\begin_inset Newpage pagebreak +\end_inset + + +\end_layout + +\begin_layout Section +Theoretical Implementations +\end_layout + +\begin_layout Section +Results +\end_layout + +\begin_layout Section +Conclusions +\end_layout + +\end_body +\end_document diff --git a/report/coursework.lyx~ b/report/coursework.lyx~ new file mode 100644 index 0000000..5992fcd --- /dev/null +++ b/report/coursework.lyx~ @@ -0,0 +1,128 @@ +#LyX 2.3 created this file. For more info see http://www.lyx.org/ +\lyxformat 544 +\begin_document +\begin_header +\save_transient_properties true +\origin unavailable +\textclass article +\use_default_options true +\maintain_unincluded_children false +\language english +\language_package default +\inputencoding auto +\fontencoding global +\font_roman "default" "default" +\font_sans "default" "default" +\font_typewriter "default" "default" +\font_math "auto" "auto" +\font_default_family default +\use_non_tex_fonts false +\font_sc false +\font_osf false +\font_sf_scale 100 100 +\font_tt_scale 100 100 +\use_microtype false +\use_dash_ligatures true +\graphics default +\default_output_format default +\output_sync 0 +\bibtex_command default +\index_command default +\paperfontsize default +\spacing single +\use_hyperref false +\papersize default +\use_geometry true +\use_package amsmath 1 +\use_package amssymb 1 +\use_package cancel 1 +\use_package esint 1 +\use_package mathdots 1 +\use_package mathtools 1 +\use_package mhchem 1 +\use_package stackrel 1 +\use_package stmaryrd 1 +\use_package undertilde 1 +\cite_engine basic +\cite_engine_type default +\biblio_style plain +\use_bibtopic false +\use_indices false +\paperorientation portrait +\suppress_date true +\justification true +\use_refstyle 1 +\use_minted 0 +\index Index +\shortcut idx +\color #008000 +\end_index +\leftmargin 2cm +\topmargin 2cm +\rightmargin 2cm +\bottommargin 2cm +\secnumdepth 3 +\tocdepth 3 +\paragraph_separation indent +\paragraph_indentation default +\is_math_indent 0 +\math_numbering_side default +\quotes_style english +\dynamic_quotes 0 +\papercolumns 1 +\papersides 1 +\paperpagestyle default +\tracking_changes false +\output_changes false +\html_math_output 0 +\html_css_as_file 0 +\html_be_strict false +\end_header + +\begin_body + +\begin_layout Title +Visual Search Coursework +\end_layout + +\begin_layout Author +Andy Pack (6420013) +\end_layout + +\begin_layout LyX-Code +\begin_inset Newpage pagebreak +\end_inset + + +\end_layout + +\begin_layout LyX-Code +\begin_inset CommandInset toc +LatexCommand tableofcontents + +\end_inset + + +\end_layout + +\begin_layout Quotation +\begin_inset Newpage pagebreak +\end_inset + + +\end_layout + +\begin_layout Section +Theoretical Implementations +\end_layout + +\begin_layout Section +Results +\end_layout + +\begin_layout Section +Conclusions +\end_layout + +\end_body +\end_document diff --git a/report/coursework.pdf b/report/coursework.pdf new file mode 100644 index 0000000..c747c54 Binary files /dev/null and b/report/coursework.pdf differ diff --git a/spec.pdf b/spec.pdf new file mode 100644 index 0000000..79ab62d Binary files /dev/null and b/spec.pdf differ