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An educational module for generating region proposals for object detection

Project description

Consult the module API page at

https://engineering.purdue.edu/kak/distRPG/RegionProposalGenerator-1.0.4.html

for all information related to this module, including information related to the latest changes to the code. The page at the URL shown above lists all of the module functionality you can invoke in your own code.

from RegionProposalGenerator import *

rpg = RegionProposalGenerator(
               ###  The first 6 options affect only the graph-based part of the algo
               sigma = 1.0,
               max_iterations = 40,
               kay = 0.05,
               image_normalization_required = True,
               image_size_reduction_factor = 4,
               min_size_for_graph_based_blobs = 4,
               ###  The next 4 options affect only the Selective Search part of the algo
               color_homogeneity_thresh = [20,20,20],
               gray_var_thresh = 16000,
               texture_homogeneity_thresh = 120,
               max_num_blobs_expected = 8,
      )

image_name = "images/mondrian.jpg"
segmented_graph,color_map = rpg.graph_based_segmentation(image_name)
rpg.visualize_segmentation_in_pseudocolor(segmented_graph[0], color_map, "graph_based" )
merged_blobs, color_map = rpg.selective_search_for_region_proposals( segmented_graph, image_name )
rpg.visualize_segmentation_with_mean_gray(merged_blobs, "ss_based_segmentation_in_bw" )

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