Prateek Murgai: Small changes for the system.

README.md

@@ -19,16 +19,16 @@ i. Initialize path variables using:
 > initialize;
 
 ii. To generate proposals, you can use either of the following commands:
-> proposals = runObjectProposals('< proposalname >', 'path\to\image.jpg');
+> proposals = runObjectProposal('< proposalname >', 'path\to\image.jpg');
 
  or
-> im=imread('path\to\image.jpg'); proposals = runObjectProposals('< proposal name >', im);
+> im=imread('path\to\image.jpg'); proposals = runObjectProposal('< proposal name >', im);
 
 
 iii. For long-running jobs, open config.json; Set *imageLocation*, and *outputLocation* to locations of your choice.
 
 Once  *imageLocation*, and *outputLocation* are set, you can call
->runObjectProposals('< proposal name >');
+>runObjectProposal('< proposal name >');
 
 This will generate proposals for all the images in the *imageLocation* and save the proposals in the *outputLocation*.
 

evaluation-metrics/get_config.m

@@ -0,0 +1,10 @@
+function [config] = get_config()
+
+
+  % this is where best candidates and all other computed data are stored
+  config.precomputed_candidates = 'C:\Users\Prateek\Desktop\best_candid';
+
+  if config.precomputed_candidates(end) ~= '\'
+    config.precomputed_candidates = [config.precomputed_candidates '\'];
+  end
+end

evaluation-metrics/getmethod.m

@@ -0,0 +1,192 @@
+function methods = getmethod()
+
+
+colormap = [ ...
+255, 255, 50 ; ...
+100, 163, 163 ; ...
+218, 71, 71 ; ...
+200, 36, 36 ; ...
+145, 92, 146 ; ...
+183, 36,  73 ; ...
+135, 200, 170 ; ...
+150, 150, 27 ; ...
+140, 190, 200 ; ...
+138, 180, 66 ; ...
+255, 150, 255 ; ...
+92, 172, 158 ; ...
+195,189,40;
+0, 255, 255;
+88, 128, 189;
+255, 255, 0;
+] ./ 256;
+
+  config = get_config();
+  precomputed_prefix = config.precomputed_candidates;
+
+  methods = [];
+
+  i = numel(methods) + 1;
+  methods(i).name = 'Objectness';
+  methods(i).short_name = 'O';
+  prefix = [precomputed_prefix 'objectness\'];
+%   methods(i).candidate_dir = [prefix 'mat_nms_10k'];
+%   methods(i).repeatability_candidate_dir = [prefix 'repeatability_mat'];
+  methods(i).best_voc07_candidates_file = [prefix 'best_candidates_file.mat'];
+   methods(i).best_imagenet_candidates_file = [prefix 'best_candidates_imagenet.mat'];
+%   methods(i).repeatability_matching_file = [prefix 'repeatability_matching.mat'];
+  methods(i).order = 'descend';
+%   methods(i).extract = @run_objectness;
+  methods(i).num_candidates = true;
+  methods(i).color = colormap(i,:);
+  methods(i).is_baseline = false;
+
+  i = numel(methods) + 1;  
+  methods(i).name = 'Rahtu';
+  methods(i).short_name = 'Rah';
+  prefix = [precomputed_prefix 'rahtubest\'];
+  methods(i).candidate_dir = [prefix 'mat'];
+%   methods(i).repeatability_candidate_dir = [prefix 'repeatability_mat'];
+  methods(i).best_voc07_candidates_file = [prefix 'best_candidates_file.mat'];
+   methods(i).best_imagenet_candidates_file = [prefix 'best_candidates_imagenet.mat'];
+%   methods(i).repeatability_matching_file = [prefix 'repeatability_matching.mat'];
+  methods(i).order = 'none';
+%   methods(i).extract = @run_rahtubest;
+  methods(i).num_candidates = true;
+  methods(i).color = colormap(i,:);
+  methods(i).is_baseline = false;
+
+  i = numel(methods) + 1;
+  methods(i).name = 'Sel.Search';
+  methods(i).short_name = 'S.S';
+  prefix = [precomputed_prefix 'selective_search\'];
+%   methods(i).candidate_dir = [prefix 'mat'];
+%   methods(i).repeatability_candidate_dir = [prefix 'repeatability_mat'];
+  methods(i).best_voc07_candidates_file = [prefix 'best_candidates_file.mat'];
+   methods(i).best_imagenet_candidates_file = [prefix 'best_candidates_imagenet.mat'];
+%   methods(i).repeatability_matching_file = [prefix 'repeatability_matching.mat'];
+  methods(i).order = 'ascend';
+%   methods(i).extract = @run_selective_search;
+  methods(i).num_candidates = true;
+  methods(i).color = colormap(i,:);
+  methods(i).is_baseline = false;
+
+  i = numel(methods) + 1;
+  methods(i).name = 'Rand.Prim';
+  methods(i).short_name = 'R.P';
+  prefix = [precomputed_prefix 'randomized_prims\'];
+  methods(i).candidate_dir = [prefix 'mat'];
+  methods(i).gt_recall_num_candidates = 20000;
+%   methods(i).repeatability_candidate_dir = [prefix 'repeatability_mat'];
+  methods(i).best_voc07_candidates_file = [prefix 'best_candidates_file.mat'];
+   methods(i).best_imagenet_candidates_file = [prefix 'best_candidates_imagenet.mat'];
+%   methods(i).repeatability_matching_file = [prefix 'repeatability_matching.mat'];
+%   methods(i).rerun_num_candidates =  10 .^ (0:0.25:5);
+  methods(i).rerun_num_candidates = [];
+%   methods(i).repeatability_num_candidates = 5000;
+%   methods(i).gt_recall_num_cand_idxs = [1 4 6 8 10 12 14 17 19];
+  methods(i).order = 'none';
+%   methods(i).extract = @run_randomized_prims;
+  methods(i).num_candidates = true;
+  methods(i).color = colormap(i,:);
+  methods(i).is_baseline = false;
+
+
+  i = numel(methods) + 1;
+  methods(i).name = 'Endres';
+  methods(i).short_name = 'En';
+  prefix = [precomputed_prefix 'endres\'];
+  methods(i).candidate_dir = [prefix 'mat'];
+%   methods(i).repeatability_candidate_dir = [prefix 'repeatability_mat'];
+  methods(i).best_voc07_candidates_file = [prefix 'best_candidates_file.mat'];
+   methods(i).best_imagenet_candidates_file = [prefix 'best_candidates_imagenet.mat'];
+%   methods(i).repeatability_matching_file = [prefix 'repeatability_matching.mat'];
+  methods(i).order = 'none';
+%   methods(i).extract = @run_prop;
+  methods(i).num_candidates = false;
+  methods(i).color = colormap(i,:);
+  methods(i).is_baseline = false;
+
+  i = numel(methods) + 1;
+  methods(i).name = 'Rantalankila';
+  methods(i).short_name = 'R.K';
+  prefix = [precomputed_prefix 'Rantalankila\'];
+  methods(i).candidate_dir = [prefix 'mat'];
+%   methods(i).repeatability_candidate_dir = [prefix 'repeatability_mat'];
+  methods(i).best_voc07_candidates_file = [prefix 'best_candidates_file.mat'];
+   methods(i).best_imagenet_candidates_file = [prefix 'best_candidates_imagenet.mat'];
+%   methods(i).repeatability_matching_file = [prefix 'repeatability_matching.mat'];
+  methods(i).order = 'none';
+%   methods(i).extract = @run_rantalankila;
+  methods(i).num_candidates = true;
+  methods(i).rerun_num_candidates = [10 100 1000 10000];
+  methods(i).color = colormap(i,:);
+  methods(i).is_baseline = false;
+
+%   
+  i = numel(methods) + 1;
+  methods(i).name = 'EdgeBoxes';
+  methods(i).short_name = 'EB';
+  prefix = [precomputed_prefix 'edgebox\'];
+  methods(i).candidate_dir = [prefix 'mat'];
+%   methods(i).repeatability_candidate_dir = [prefix 'repeatability_mat'];
+  methods(i).best_voc07_candidates_file = [prefix 'best_candidates_file.mat'];
+   methods(i).best_imagenet_candidates_file = [prefix 'best_candidates_imagenet.mat'];
+%   methods(i).repeatability_matching_file = [prefix 'repeatability_matching.mat'];
+  methods(i).order = 'descend';
+%   methods(i).extract = @run_edgeboxes;
+  methods(i).num_candidates = true;
+  methods(i).color = colormap(i,:);
+  methods(i).is_baseline = false;
+%   
+%   
+  i = numel(methods) + 1;
+  methods(i).name = 'MCG';
+  methods(i).short_name = 'M';
+  prefix = [precomputed_prefix 'MCG\'];
+  methods(i).candidate_dir = [prefix 'mat'];
+%   methods(i).repeatability_candidate_dir = [prefix 'repeatability_mat'];
+  methods(i).best_voc07_candidates_file = [prefix 'best_candidates_file.mat'];
+   methods(i).best_imagenet_candidates_file = [prefix 'best_candidates_imagenet.mat'];
+%   methods(i).repeatability_matching_file = [prefix 'repeatability_matching.mat'];
+  methods(i).order = 'none';
+%   methods(i).extract = @run_MCG;
+  methods(i).num_candidates = true;
+  methods(i).color = colormap(i,:);
+  methods(i).is_baseline = false;
+%  
+  % add your own method here:
+  if false
+  i = numel(methods) + 1;
+  methods(i).name = 'The full name of your method';
+  methods(i).short_name = 'a very short version of the name';
+  prefix = [precomputed_prefix 'my-method/'];
+  methods(i).candidate_dir = [prefix 'mat'];
+%   methods(i).repeatability_candidate_dir = [prefix 'repeatability_mat'];
+  methods(i).best_voc07_candidates_file = [prefix 'best_candidates_file.mat'];
+%   methods(i).best_imagenet_candidates_file = [prefix 'best_candidates_imagenet.mat'];
+%   methods(i).repeatability_matching_file = [prefix 'repeatability_matching.mat'];
+
+  % A function pointer to a method that runs your proposal detector.
+%   methods(i).extract = @run_edgeboxes;
+
+%   methods(i).rerun_num_candidates = []; % ceil(10 .^ (2:0.5:4));
+  % Specifies whether or not your method takes the desired number of candidates
+  % as an input.
+
+  methods(i).num_candidates = true;
+  % colormap for drawing
+  methods(i).color = colormap(i,:);
+  % This should be false. Is used for drawing baselines dashed.
+  methods(i).is_baseline = false;
+  end
+
+  % do the sorting dance
+  sort_keys = [num2cell([methods.is_baseline])', {methods.name}'];
+  for i = 1:numel(methods)
+    sort_keys{i,1} = sprintf('%d', sort_keys{i,1});
+  end
+  [~,idx] = sortrows(sort_keys);
+  for i = 1:numel(methods)
+    methods(idx(i)).sort_key = i;
+  end
+end

evaluation-metrics/maxRow.m

@@ -1,4 +1,4 @@
-function [matching, objective] = greedy_matching_rowwise(iou_matrix)
+function [matching, objective] = maxRow(iou_matrix)
   assert(size(iou_matrix, 1) <= size(iou_matrix, 2));
   n = size(iou_matrix, 1);
   matching = zeros(n, 1);

evaluation-metrics/plotMetric.m

@@ -8,7 +8,9 @@ function plotMetric(configjson)
   % figures/.
   parDir = configjson.params.parDir;
   testset = load(fullfile(parDir, 'evaluation-metrics', 'data/pascal_gt_data.mat'));
-  methods = getMethods(configjson);
+  methods = getMethods(configjson);% This function is not available in the repository 
+  % Use methods = getmethods() instead , make changes accoriding to your
+  % need
 
   compute_best_recall_candidates(testset, methods);