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Boundary Detection Benchmark: Algorithm Ranking

Summary Tables

Grayscale

Color

Rank Score Algorithm 0 0.79 Humans 1 0.68 gPb-ucm (gray) 2 0.68 Ren et al. NIPS2012 (gray) 3 0.68 Global Probability of Boundary (gray) 4 0.66 xren (gray) 5 0.64 Boosted Edge Learning 6 0.63 Brightness / Texture Gradients 7 0.60 Brightness Gradient 8 0.58 Texture Gradient 9 0.58 Multiscale Gradient Magnitude 10 0.57 Second Moment Matrix 11 0.56 Gradient Magnitude 12 0.48 Segmentation Induced by Scale Invariance 13 0.41 Random

Rank Score Algorithm 0 0.79 Humans 1 0.71 Ren et al. NIPS2012 (color) 2 0.71 gPb-ucm (color) 3 0.70 Global Probability of Boundary (color) 4 0.68 xren (color) 5 0.67 Arbelaez POCV2006 6 0.66 Boosted Edge Learning (color) 7 0.65 min-cover 8 0.65 Brightness / Color / Texture Gradients 9 0.63 Brightness / Texture Gradients 10 0.57 Color Gradient 11 0.43 Random

Comparison Graphs

Grayscale

Color

gPb-ucm (gray) vs. Ren et al. NIPS2012 (gray) gPb-ucm (gray) vs. Global Probability of Boundary (gray) gPb-ucm (gray) vs. xren (gray) gPb-ucm (gray) vs. Boosted Edge Learning gPb-ucm (gray) vs. Brightness / Texture Gradients gPb-ucm (gray) vs. Brightness Gradient gPb-ucm (gray) vs. Texture Gradient gPb-ucm (gray) vs. Multiscale Gradient Magnitude gPb-ucm (gray) vs. Second Moment Matrix gPb-ucm (gray) vs. Gradient Magnitude gPb-ucm (gray) vs. Segmentation Induced by Scale Invariance gPb-ucm (gray) vs. Random Ren et al. NIPS2012 (gray) vs. Global Probability of Boundary (gray) Ren et al. NIPS2012 (gray) vs. xren (gray) Ren et al. NIPS2012 (gray) vs. Boosted Edge Learning Ren et al. NIPS2012 (gray) vs. Brightness / Texture Gradients Ren et al. NIPS2012 (gray) vs. Brightness Gradient Ren et al. NIPS2012 (gray) vs. Texture Gradient Ren et al. NIPS2012 (gray) vs. Multiscale Gradient Magnitude Ren et al. NIPS2012 (gray) vs. Second Moment Matrix Ren et al. NIPS2012 (gray) vs. Gradient Magnitude Ren et al. NIPS2012 (gray) vs. Segmentation Induced by Scale Invariance Ren et al. NIPS2012 (gray) vs. Random Global Probability of Boundary (gray) vs. xren (gray) Global Probability of Boundary (gray) vs. Boosted Edge Learning Global Probability of Boundary (gray) vs. Brightness / Texture Gradients Global Probability of Boundary (gray) vs. Brightness Gradient Global Probability of Boundary (gray) vs. Texture Gradient Global Probability of Boundary (gray) vs. Multiscale Gradient Magnitude Global Probability of Boundary (gray) vs. Second Moment Matrix Global Probability of Boundary (gray) vs. Gradient Magnitude Global Probability of Boundary (gray) vs. Segmentation Induced by Scale Invariance Global Probability of Boundary (gray) vs. Random xren (gray) vs. Boosted Edge Learning xren (gray) vs. Brightness / Texture Gradients xren (gray) vs. Brightness Gradient xren (gray) vs. Texture Gradient xren (gray) vs. Multiscale Gradient Magnitude xren (gray) vs. Second Moment Matrix xren (gray) vs. Gradient Magnitude xren (gray) vs. Segmentation Induced by Scale Invariance xren (gray) vs. Random Boosted Edge Learning vs. Brightness / Texture Gradients Boosted Edge Learning vs. Brightness Gradient Boosted Edge Learning vs. Texture Gradient Boosted Edge Learning vs. Multiscale Gradient Magnitude Boosted Edge Learning vs. Second Moment Matrix Boosted Edge Learning vs. Gradient Magnitude Boosted Edge Learning vs. Segmentation Induced by Scale Invariance Boosted Edge Learning vs. Random Brightness / Texture Gradients vs. Brightness Gradient Brightness / Texture Gradients vs. Texture Gradient Brightness / Texture Gradients vs. Multiscale Gradient Magnitude Brightness / Texture Gradients vs. Second Moment Matrix Brightness / Texture Gradients vs. Gradient Magnitude Brightness / Texture Gradients vs. Segmentation Induced by Scale Invariance Brightness / Texture Gradients vs. Random Brightness Gradient vs. Texture Gradient Brightness Gradient vs. Multiscale Gradient Magnitude Brightness Gradient vs. Second Moment Matrix Brightness Gradient vs. Gradient Magnitude Brightness Gradient vs. Segmentation Induced by Scale Invariance Brightness Gradient vs. Random Texture Gradient vs. Multiscale Gradient Magnitude Texture Gradient vs. Second Moment Matrix Texture Gradient vs. Gradient Magnitude Texture Gradient vs. Segmentation Induced by Scale Invariance Texture Gradient vs. Random Multiscale Gradient Magnitude vs. Second Moment Matrix Multiscale Gradient Magnitude vs. Gradient Magnitude Multiscale Gradient Magnitude vs. Segmentation Induced by Scale Invariance Multiscale Gradient Magnitude vs. Random Second Moment Matrix vs. Gradient Magnitude Second Moment Matrix vs. Segmentation Induced by Scale Invariance Second Moment Matrix vs. Random Gradient Magnitude vs. Segmentation Induced by Scale Invariance Gradient Magnitude vs. Random Segmentation Induced by Scale Invariance vs. Random

Ren et al. NIPS2012 (color) vs. gPb-ucm (color) Ren et al. NIPS2012 (color) vs. Global Probability of Boundary (color) Ren et al. NIPS2012 (color) vs. xren (color) Ren et al. NIPS2012 (color) vs. Arbelaez POCV2006 Ren et al. NIPS2012 (color) vs. Boosted Edge Learning (color) Ren et al. NIPS2012 (color) vs. min-cover Ren et al. NIPS2012 (color) vs. Brightness / Color / Texture Gradients Ren et al. NIPS2012 (color) vs. Brightness / Texture Gradients Ren et al. NIPS2012 (color) vs. Color Gradient Ren et al. NIPS2012 (color) vs. Random gPb-ucm (color) vs. Global Probability of Boundary (color) gPb-ucm (color) vs. xren (color) gPb-ucm (color) vs. Arbelaez POCV2006 gPb-ucm (color) vs. Boosted Edge Learning (color) gPb-ucm (color) vs. min-cover gPb-ucm (color) vs. Brightness / Color / Texture Gradients gPb-ucm (color) vs. Brightness / Texture Gradients gPb-ucm (color) vs. Color Gradient gPb-ucm (color) vs. Random Global Probability of Boundary (color) vs. xren (color) Global Probability of Boundary (color) vs. Arbelaez POCV2006 Global Probability of Boundary (color) vs. Boosted Edge Learning (color) Global Probability of Boundary (color) vs. min-cover Global Probability of Boundary (color) vs. Brightness / Color / Texture Gradients Global Probability of Boundary (color) vs. Brightness / Texture Gradients Global Probability of Boundary (color) vs. Color Gradient Global Probability of Boundary (color) vs. Random xren (color) vs. Arbelaez POCV2006 xren (color) vs. Boosted Edge Learning (color) xren (color) vs. min-cover xren (color) vs. Brightness / Color / Texture Gradients xren (color) vs. Brightness / Texture Gradients xren (color) vs. Color Gradient xren (color) vs. Random Arbelaez POCV2006 vs. Boosted Edge Learning (color) Arbelaez POCV2006 vs. min-cover Arbelaez POCV2006 vs. Brightness / Color / Texture Gradients Arbelaez POCV2006 vs. Brightness / Texture Gradients Arbelaez POCV2006 vs. Color Gradient Arbelaez POCV2006 vs. Random Boosted Edge Learning (color) vs. min-cover Boosted Edge Learning (color) vs. Brightness / Color / Texture Gradients Boosted Edge Learning (color) vs. Brightness / Texture Gradients Boosted Edge Learning (color) vs. Color Gradient Boosted Edge Learning (color) vs. Random min-cover vs. Brightness / Color / Texture Gradients min-cover vs. Brightness / Texture Gradients min-cover vs. Color Gradient min-cover vs. Random Brightness / Color / Texture Gradients vs. Brightness / Texture Gradients Brightness / Color / Texture Gradients vs. Color Gradient Brightness / Color / Texture Gradients vs. Random Brightness / Texture Gradients vs. Color Gradient Brightness / Texture Gradients vs. Random Color Gradient vs. Random

Detail Tables

Grayscale

Rank	Score	Algorithm	PR Curve
0	0.79	Humans
1	0.68	gPb-ucm (gray)
2	0.68	Ren et al. NIPS2012 (gray)
3	0.68	Global Probability of Boundary (gray)
4	0.66	xren (gray)
5	0.64	Boosted Edge Learning
6	0.63	Brightness / Texture Gradients
7	0.60	Brightness Gradient
8	0.58	Texture Gradient
9	0.58	Multiscale Gradient Magnitude
10	0.57	Second Moment Matrix
11	0.56	Gradient Magnitude
12	0.48	Segmentation Induced by Scale Invariance
13	0.41	Random

Color

Rank	Score	Algorithm	PR Curve
0	0.79	Humans
1	0.71	Ren et al. NIPS2012 (color)
2	0.71	gPb-ucm (color)
3	0.70	Global Probability of Boundary (color)
4	0.68	xren (color)
5	0.67	Arbelaez POCV2006
6	0.66	Boosted Edge Learning (color)
7	0.65	min-cover
8	0.65	Brightness / Color / Texture Gradients
9	0.63	Brightness / Texture Gradients
10	0.57	Color Gradient
11	0.43	Random

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