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Boundary Detection Benchmark: Algorithm Ranking

Summary Tables

Grayscale	Color
Rank Score Algorithm 0 0.79 Humans 1 0.68 Global Probability of Boundary (gray) 2 0.66 xren (gray) 3 0.64 Boosted Edge Learning 4 0.63 Brightness / Texture Gradients 5 0.60 Brightness Gradient 6 0.58 Texture Gradient 7 0.58 Multiscale Gradient Magnitude 8 0.57 Second Moment Matrix 9 0.56 Gradient Magnitude 10 0.48 Segmentation Induced by Scale Invariance 11 0.41 Random	Rank Score Algorithm 0 0.79 Humans 1 0.70 Global Probability of Boundary (color) 2 0.68 xren (color) 3 0.67 Ultrametric Contour Maps 4 0.66 Boosted Edge Learning (color) 5 0.65 min-cover 6 0.65 Brightness / Color / Texture Gradients 7 0.63 Brightness / Texture Gradients 8 0.57 Color Gradient 9 0.43 Random

Comparison Graphs

Grayscale

Color

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

Global Probability of Boundary (color) vs. xren (color) Global Probability of Boundary (color) vs. Ultrametric Contour Maps 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. Ultrametric Contour Maps 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 Ultrametric Contour Maps vs. Boosted Edge Learning (color) Ultrametric Contour Maps vs. min-cover Ultrametric Contour Maps vs. Brightness / Color / Texture Gradients Ultrametric Contour Maps vs. Brightness / Texture Gradients Ultrametric Contour Maps vs. Color Gradient Ultrametric Contour Maps 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	Global Probability of Boundary (gray)
2	0.66	xren (gray)
3	0.64	Boosted Edge Learning
4	0.63	Brightness / Texture Gradients
5	0.60	Brightness Gradient
6	0.58	Texture Gradient
7	0.58	Multiscale Gradient Magnitude
8	0.57	Second Moment Matrix
9	0.56	Gradient Magnitude
10	0.48	Segmentation Induced by Scale Invariance
11	0.41	Random

Color

Rank	Score	Algorithm	PR Curve
0	0.79	Humans
1	0.70	Global Probability of Boundary (color)
2	0.68	xren (color)
3	0.67	Ultrametric Contour Maps
4	0.66	Boosted Edge Learning (color)
5	0.65	min-cover
6	0.65	Brightness / Color / Texture Gradients
7	0.63	Brightness / Texture Gradients
8	0.57	Color Gradient
9	0.43	Random

Page generated on 14-Jan-2009 15:57:58.