Difference between revisions of "Publications/carlinet.14.icip.inc"

From LRDE

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== Detailed Results ==
 
== Detailed Results ==
 
=== By images ===
 
=== By images ===
<span class="plainlinks">[https://www.lrde.epita.fr/wiki/Publications/carlinet.14.icip.demo?link=byimage/madeleine madeleine]</span>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/apples2_ph-ulm apples2_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/clr_cubes1_ph-ulm clr_cubes1_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/hand hand]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/paper1_ph-ulm paper1_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/artificial artificial]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/clr_cubes2_ph-ulm clr_cubes2_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/hdr_mondrian_ph-ulm hdr_mondrian_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/paper2_ph-ulm paper2_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/ball_ph-ulm ball_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/clr_cubes3_ph-ulm clr_cubes3_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/hdr hdr]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/paper_ph-ulm paper_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/big_building big_building]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/clr_cubes4_ph-ulm clr_cubes4_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/iceaxe_ph-ulm iceaxe_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/plastic-1_ph-ulm plastic-1_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/big_tree big_tree]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/clr_cubes5_ph-ulm clr_cubes5_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/jersey_ph-ulm jersey_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/plastic-2_ph-ulm plastic-2_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/blocks1_ph-ulm blocks1_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/clr_cubes6_ph-ulm clr_cubes6_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/leaves_iso_1600 leaves_iso_1600]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/rope_ph-ulm rope_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/books-1_ph-ulm books-1_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/copperjug_ph-ulm copperjug_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/leaves_iso_200 leaves_iso_200]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/shades_ph-ulm shades_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/books-2_ph-ulm books-2_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/cu-brass_ph-ulm cu-brass_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/macbeth_ph-ulm macbeth_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/sml_mondrian1_ph-ulm sml_mondrian1_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/books-3_ph-ulm books-3_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/deer deer]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/madeleine madeleine]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/sml_mondrian2_ph-ulm sml_mondrian2_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/books-4_ph-ulm books-4_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/dog_ph-ulm dog_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/monkey-1_ph-ulm monkey-1_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/spider_web spider_web]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/books-5_ph-ulm books-5_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/elephant_ph-ulm elephant_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/munsell1_ph-ulm munsell1_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/tape-1_ph-ulm tape-1_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/bridge bridge]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/fireext_ph-ulm fireext_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/munsell2_ph-ulm munsell2_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/tide_ph-ulm tide_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/cathedral cathedral]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/fireworks fireworks]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/munsell3_ph-ulm munsell3_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/tools_ph-ulm tools_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/cercles_01 cercles_01]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/flcopper_ph-ulm flcopper_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/munsell4_ph-ulm munsell4_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/vase_ph-ulm vase_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/clothes2_ph-ulm clothes2_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/flower_foveon flower_foveon]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/munsell5_ph-ulm munsell5_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/weave_ph-ulm weave_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/clothes3_ph-ulm clothes3_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/forssen forssen]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/nightshot_iso_100 nightshot_iso_100]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/clothes4_ph-ulm clothes4_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/fruit-1_ph-ulm fruit-1_ph-ulm]</div>
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<div class="plainlinks">[https://www.lrde.epita.fr/dload/olena/resources/carlinet.14.icip/html/byimage/nightshot_iso_1600 nightshot_iso_1600]</div>
   
 
=== By methods ===
 
=== By methods ===

Revision as of 15:36, 19 February 2014

Method Description

(Pre)order based methods

Colors are reduced to scalar value that defines an ordering to compute the Tree of Shapes. We have tested different pre-order on several color space, as well as several restitution rules.

  • Restitution Rules:
    • Nearest color (NC): A removed shape is assigned to the closest color in the parent shape.
    • Mean (Pmean): Every shape is assigned with the mean color of its pixels.
    • Mean Parent (MP): A removed shape is assigned with the mean color of the parent shape pixels.
  • Total orders considered: (NC, Pmean, MP are equivalent in this case).
    • Lexicographical (Lex): Lexicographical order with the R,G,B triplet.
  • Total pre-orders considered:
    • Lightness in La*b*
    • Lightness in HLS
    • Brightness
    • Chrominance in La*b*

Distance based method

Graph-based method

Evaluation Procedure Description

The clean dataset used for our benchmark is available here, as well as the noisy version of the previous dataset (here).

Results Summary

Best Grain<br\> Size Min PSNR Max PSNR Avg. PSNR
Shape-Graph
Preorder CLa*b* (NC) 2 36.21 39.60 37.43
Preorder LLa*b* (NC) 5 36.32 38.43 37.43
Preorder LHLS (NC) 7 36.34 39.36 37.57
Preorder Brightness (NC) 8.5 36.39 39.60 37.67
Order Lex 100 36.42 47.78 38.10
Distance-Based 15 37.02 41.14 38.76
Preorder CLa*b* (MP) 300 36.31 41.37 38.92
Preorder CLa*b* (Pmean) 200 36.20 41.45 39.03
Preorder LLa*b* (MP) 300 36.77 41.38 39.34
Preorder LHLS (MP) 300 36.65 41.49 39.59
Preorder LLa*b* (Pmean) 200 37.00 42.22 39.72
Preorder Brightness (MP) 300 36.60 42.69 39.94
Preorder LHLS (Pmean) 200 37.03 41.84 39.96
Preorder Brightness (Pmean) 200 36.41 43.19 40.40
Shape-Graph (marginal) 50 37.59 50.21 41.66
Original image with gaussian noise corruption. PSNR = 36.46
Distance-based.
λ = 9, PSNR = 37.88
Shape-graph (marginal).<br\> λ = 30, PSNR = 39.98
Preorder Brightness I (NC). <br\> λ = 100, PNSR = 37.24
Preorder Brightness I (MP), <br\> λ = 100, PSNR = 37.98
Preorder Brightness I (Pmean),
λ = 100, PSNR = 38.23

Detailed Results

By images

By methods