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Boundary Detection Benchmark: Image Ranking

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Grayscale Color
Rank IDImageBest Algorithm [Score] IDImageBest Algorithm [Score]
1 #5 (42049) gPb-ucm (gray)
[ 0.93 / 0.92 ]		 #6 (167062) Arbelaez POCV2006
[ 0.92 / 0.95 ]
2 #65 (3096) gPb-ucm (gray)
[ 0.92 / 0.94 ]		 #5 (42049) Ren et al. NIPS2012 (color)
[ 0.92 / 0.96 ]
3 #97 (296059) gPb-ucm (gray)
[ 0.90 / 0.95 ]		 #45 (62096) gPb-ucm (color)
[ 0.92 / 0.90 ]
4 #58 (227092) gPb-ucm (gray)
[ 0.89 / 0.80 ]		 #17 (101085) gPb-ucm (color)
[ 0.90 / 0.93 ]
5 #36 (241004) Ren et al. NIPS2012 (gray)
[ 0.87 / 0.95 ]		 #36 (241004) Ren et al. NIPS2012 (color)
[ 0.89 / 0.94 ]
6 #17 (101085) gPb-ucm (gray)
[ 0.87 / 0.94 ]		 #53 (216081) Arbelaez POCV2006
[ 0.88 / 0.86 ]
7 #99 (385039) Ren et al. NIPS2012 (gray)
[ 0.86 / 0.84 ]		 #58 (227092) Global Probability of Boundary (color)
[ 0.87 / 0.65 ]
8 #81 (37073) Ren et al. NIPS2012 (gray)
[ 0.85 / 0.75 ]		 #44 (229036) gPb-ucm (color)
[ 0.87 / 0.86 ]
9 #55 (182053) gPb-ucm (gray)
[ 0.84 / 0.83 ]		 #81 (37073) Ren et al. NIPS2012 (color)
[ 0.86 / 0.78 ]
10 #60 (223061) gPb-ucm (gray)
[ 0.84 / 0.79 ]		 #95 (101087) Ren et al. NIPS2012 (color)
[ 0.86 / 0.86 ]
11 #79 (197017) gPb-ucm (gray)
[ 0.83 / 0.96 ]		 #97 (296059) Arbelaez POCV2006
[ 0.86 / 0.88 ]
12 #66 (41069) gPb-ucm (gray)
[ 0.83 / 0.87 ]		 #49 (69015) Ren et al. NIPS2012 (color)
[ 0.85 / 0.74 ]
13 #31 (260058) gPb-ucm (gray)
[ 0.83 / 0.70 ]		 #52 (145086) Boosted Edge Learning (color)
[ 0.85 / 0.85 ]
14 #45 (62096) gPb-ucm (gray)
[ 0.83 / 0.87 ]		 #99 (385039) Ren et al. NIPS2012 (color)
[ 0.85 / 0.83 ]
15 #51 (160068) Texture Gradient
[ 0.83 / 0.80 ]		 #55 (182053) Ren et al. NIPS2012 (color)
[ 0.85 / 0.75 ]
16 #49 (69015) gPb-ucm (gray)
[ 0.83 / 0.71 ]		 #1 (119082) gPb-ucm (color)
[ 0.85 / 0.80 ]
17 #86 (143090) gPb-ucm (gray)
[ 0.83 / 0.85 ]		 #12 (45096) Ren et al. NIPS2012 (color)
[ 0.85 / 0.77 ]
18 #95 (101087) Ren et al. NIPS2012 (gray)
[ 0.82 / 0.93 ]		 #54 (97033) gPb-ucm (color)
[ 0.84 / 0.84 ]
19 #68 (196073) xren (gray)
[ 0.82 / 0.87 ]		 #100 (69020) gPb-ucm (color)
[ 0.84 / 0.86 ]
20 #10 (78004) Ren et al. NIPS2012 (gray)
[ 0.82 / 0.80 ]		 #47 (167083) gPb-ucm (color)
[ 0.84 / 0.75 ]
21 #12 (45096) Ren et al. NIPS2012 (gray)
[ 0.82 / 0.80 ]		 #68 (196073) Brightness / Color / Texture Gradients
[ 0.84 / 0.85 ]
22 #85 (66053) Ren et al. NIPS2012 (gray)
[ 0.82 / 0.77 ]		 #76 (106024) gPb-ucm (color)
[ 0.83 / 0.84 ]
23 #20 (300091) gPb-ucm (gray)
[ 0.82 / 0.83 ]		 #13 (38092) Ren et al. NIPS2012 (color)
[ 0.83 / 0.87 ]
24 #43 (189080) gPb-ucm (gray)
[ 0.81 / 0.85 ]		 #79 (197017) gPb-ucm (color)
[ 0.83 / 0.89 ]
25 #53 (216081) xren (gray)
[ 0.81 / 0.90 ]		 #41 (14037) gPb-ucm (color)
[ 0.82 / 0.77 ]
26 #80 (299086) Global Probability of Boundary (gray)
[ 0.81 / 0.90 ]		 #20 (300091) Global Probability of Boundary (color)
[ 0.82 / 0.84 ]
27 #13 (38092) Ren et al. NIPS2012 (gray)
[ 0.81 / 0.86 ]		 #31 (260058) Ren et al. NIPS2012 (color)
[ 0.82 / 0.73 ]
28 #21 (126007) gPb-ucm (gray)
[ 0.80 / 0.85 ]		 #24 (296007) gPb-ucm (color)
[ 0.82 / 0.83 ]
29 #8 (295087) Ren et al. NIPS2012 (gray)
[ 0.80 / 0.83 ]		 #10 (78004) Ren et al. NIPS2012 (color)
[ 0.82 / 0.81 ]
30 #1 (119082) xren (gray)
[ 0.80 / 0.82 ]		 #85 (66053) Ren et al. NIPS2012 (color)
[ 0.82 / 0.81 ]
31 #59 (134035) Ren et al. NIPS2012 (gray)
[ 0.79 / 0.67 ]		 #56 (208001) Ren et al. NIPS2012 (color)
[ 0.81 / 0.78 ]
32 #7 (157055) xren (gray)
[ 0.79 / 0.67 ]		 #82 (241048) gPb-ucm (color)
[ 0.81 / 0.80 ]
33 #39 (147091) gPb-ucm (gray)
[ 0.78 / 0.72 ]		 #26 (253027) gPb-ucm (color)
[ 0.81 / 0.77 ]
34 #14 (43074) xren (gray)
[ 0.78 / 0.77 ]		 #80 (299086) xren (color)
[ 0.80 / 0.82 ]
35 #6 (167062) Gradient Magnitude
[ 0.78 / 0.67 ]		 #83 (65033) Ren et al. NIPS2012 (color)
[ 0.80 / 0.81 ]
36 #76 (106024) gPb-ucm (gray)
[ 0.78 / 0.87 ]		 #43 (189080) gPb-ucm (color)
[ 0.80 / 0.87 ]
37 #54 (97033) Global Probability of Boundary (gray)
[ 0.78 / 0.74 ]		 #91 (175043) Ren et al. NIPS2012 (color)
[ 0.80 / 0.50 ]
38 #64 (86068) gPb-ucm (gray)
[ 0.78 / 0.78 ]		 #7 (157055) xren (color)
[ 0.80 / 0.78 ]
39 #47 (167083) gPb-ucm (gray)
[ 0.78 / 0.85 ]		 #71 (376043) gPb-ucm (color)
[ 0.80 / 0.81 ]
40 #63 (210088) Ren et al. NIPS2012 (gray)
[ 0.77 / 0.28 ]		 #90 (361010) Ren et al. NIPS2012 (color)
[ 0.80 / 0.91 ]
41 #89 (351093) gPb-ucm (gray)
[ 0.77 / 0.88 ]		 #89 (351093) gPb-ucm (color)
[ 0.80 / 0.81 ]
42 #9 (24077) gPb-ucm (gray)
[ 0.77 / 0.72 ]		 #51 (160068) Ren et al. NIPS2012 (color)
[ 0.79 / 0.91 ]
43 #41 (14037) gPb-ucm (gray)
[ 0.77 / 0.82 ]		 #86 (143090) Ren et al. NIPS2012 (color)
[ 0.79 / 0.84 ]
44 #77 (302008) xren (gray)
[ 0.77 / 0.81 ]		 #42 (54082) Ren et al. NIPS2012 (color)
[ 0.79 / 0.68 ]
45 #87 (85048) gPb-ucm (gray)
[ 0.77 / 0.81 ]		 #22 (156065) gPb-ucm (color)
[ 0.79 / 0.69 ]
46 #72 (306005) Global Probability of Boundary (gray)
[ 0.76 / 0.69 ]		 #39 (147091) gPb-ucm (color)
[ 0.79 / 0.87 ]
47 #18 (219090) Ren et al. NIPS2012 (gray)
[ 0.76 / 0.89 ]		 #21 (126007) gPb-ucm (color)
[ 0.79 / 0.87 ]
48 #44 (229036) gPb-ucm (gray)
[ 0.76 / 0.86 ]		 #66 (41069) Arbelaez POCV2006
[ 0.79 / 0.79 ]
49 #74 (33039) gPb-ucm (gray)
[ 0.76 / 0.74 ]		 #38 (285079) Ren et al. NIPS2012 (color)
[ 0.78 / 0.69 ]
50 #29 (103070) gPb-ucm (gray)
[ 0.76 / 0.80 ]		 #14 (43074) xren (color)
[ 0.78 / 0.72 ]
51 #46 (271035) gPb-ucm (gray)
[ 0.76 / 0.85 ]		 #33 (291000) gPb-ucm (color)
[ 0.78 / 0.80 ]
52 #61 (253055) Boosted Edge Learning
[ 0.75 / 0.86 ]		 #87 (85048) gPb-ucm (color)
[ 0.78 / 0.85 ]
53 #67 (21077) gPb-ucm (gray)
[ 0.75 / 0.84 ]		 #65 (3096) Global Probability of Boundary (color)
[ 0.78 / 0.74 ]
54 #90 (361010) gPb-ucm (gray)
[ 0.75 / 0.90 ]		 #77 (302008) gPb-ucm (color)
[ 0.77 / 0.86 ]
55 #32 (41033) gPb-ucm (gray)
[ 0.74 / 0.88 ]		 #57 (19021) gPb-ucm (color)
[ 0.77 / 0.80 ]
56 #57 (19021) gPb-ucm (gray)
[ 0.74 / 0.81 ]		 #3 (58060) Ren et al. NIPS2012 (color)
[ 0.77 / 0.52 ]
57 #83 (65033) gPb-ucm (gray)
[ 0.74 / 0.76 ]		 #27 (304034) Arbelaez POCV2006
[ 0.77 / 0.84 ]
58 #38 (285079) gPb-ucm (gray)
[ 0.74 / 0.56 ]		 #8 (295087) Arbelaez POCV2006
[ 0.77 / 0.82 ]
59 #82 (241048) Ren et al. NIPS2012 (gray)
[ 0.73 / 0.77 ]		 #32 (41033) gPb-ucm (color)
[ 0.76 / 0.88 ]
60 #26 (253027) Brightness / Texture Gradients
[ 0.73 / 0.85 ]		 #60 (223061) Ren et al. NIPS2012 (color)
[ 0.76 / 0.60 ]
61 #93 (105025) Ren et al. NIPS2012 (gray)
[ 0.73 / 0.80 ]		 #59 (134035) Ren et al. NIPS2012 (color)
[ 0.76 / 0.54 ]
62 #24 (296007) Ren et al. NIPS2012 (gray)
[ 0.72 / 0.80 ]		 #72 (306005) gPb-ucm (color)
[ 0.76 / 0.67 ]
63 #96 (304074) gPb-ucm (gray)
[ 0.72 / 0.85 ]		 #18 (219090) Ren et al. NIPS2012 (color)
[ 0.76 / 0.90 ]
64 #19 (89072) gPb-ucm (gray)
[ 0.72 / 0.74 ]		 #67 (21077) gPb-ucm (color)
[ 0.76 / 0.82 ]
65 #22 (156065) Ren et al. NIPS2012 (gray)
[ 0.72 / 0.65 ]		 #93 (105025) Ren et al. NIPS2012 (color)
[ 0.76 / 0.77 ]
66 #56 (208001) Ren et al. NIPS2012 (gray)
[ 0.72 / 0.64 ]		 #29 (103070) Ren et al. NIPS2012 (color)
[ 0.76 / 0.79 ]
67 #34 (109053) Ren et al. NIPS2012 (gray)
[ 0.71 / 0.77 ]		 #74 (33039) gPb-ucm (color)
[ 0.74 / 0.75 ]
68 #50 (148089) Ren et al. NIPS2012 (gray)
[ 0.71 / 0.64 ]		 #62 (148026) Arbelaez POCV2006
[ 0.74 / 0.70 ]
69 #52 (145086) Ren et al. NIPS2012 (gray)
[ 0.71 / 0.75 ]		 #96 (304074) Ren et al. NIPS2012 (color)
[ 0.73 / 0.93 ]
70 #16 (86000) gPb-ucm (gray)
[ 0.70 / 0.78 ]		 #34 (109053) Ren et al. NIPS2012 (color)
[ 0.73 / 0.84 ]
71 #25 (175032) gPb-ucm (gray)
[ 0.70 / 0.85 ]		 #16 (86000) gPb-ucm (color)
[ 0.73 / 0.73 ]
72 #2 (170057) xren (gray)
[ 0.70 / 0.61 ]		 #61 (253055) Boosted Edge Learning (color)
[ 0.72 / 0.95 ]
73 #98 (159008) gPb-ucm (gray)
[ 0.69 / 0.70 ]		 #46 (271035) gPb-ucm (color)
[ 0.72 / 0.82 ]
74 #42 (54082) Ren et al. NIPS2012 (gray)
[ 0.68 / 0.75 ]		 #64 (86068) gPb-ucm (color)
[ 0.72 / 0.73 ]
75 #70 (123074) gPb-ucm (gray)
[ 0.68 / 0.90 ]		 #92 (87046) Ren et al. NIPS2012 (color)
[ 0.72 / 0.82 ]
76 #88 (42012) Ren et al. NIPS2012 (gray)
[ 0.68 / 0.83 ]		 #23 (76053) Ren et al. NIPS2012 (color)
[ 0.71 / 0.58 ]
77 #92 (87046) Global Probability of Boundary (gray)
[ 0.68 / 0.91 ]		 #98 (159008) Ren et al. NIPS2012 (color)
[ 0.70 / 0.64 ]
78 #100 (69020) gPb-ucm (gray)
[ 0.67 / 0.82 ]		 #88 (42012) Ren et al. NIPS2012 (color)
[ 0.70 / 0.79 ]
79 #73 (38082) gPb-ucm (gray)
[ 0.67 / 0.63 ]		 #73 (38082) gPb-ucm (color)
[ 0.70 / 0.74 ]
80 #78 (102061) gPb-ucm (gray)
[ 0.67 / 0.82 ]		 #11 (220075) Ren et al. NIPS2012 (color)
[ 0.69 / 0.78 ]
81 #71 (376043) gPb-ucm (gray)
[ 0.67 / 0.87 ]		 #9 (24077) Ren et al. NIPS2012 (color)
[ 0.69 / 0.79 ]
82 #11 (220075) Ren et al. NIPS2012 (gray)
[ 0.65 / 0.67 ]		 #25 (175032) Ren et al. NIPS2012 (color)
[ 0.68 / 0.73 ]
83 #62 (148026) xren (gray)
[ 0.63 / 0.78 ]		 #84 (55073) Ren et al. NIPS2012 (color)
[ 0.68 / 0.65 ]
84 #23 (76053) Brightness / Texture Gradients
[ 0.63 / 0.63 ]		 #94 (236037) Ren et al. NIPS2012 (color)
[ 0.67 / 0.64 ]
85 #91 (175043) gPb-ucm (gray)
[ 0.63 / 0.83 ]		 #75 (108005) Ren et al. NIPS2012 (color)
[ 0.67 / 0.81 ]
86 #33 (291000) Ren et al. NIPS2012 (gray)
[ 0.63 / 0.71 ]		 #2 (170057) Arbelaez POCV2006
[ 0.66 / 0.76 ]
87 #15 (16077) gPb-ucm (gray)
[ 0.62 / 0.89 ]		 #78 (102061) Boosted Edge Learning (color)
[ 0.66 / 0.85 ]
88 #94 (236037) gPb-ucm (gray)
[ 0.62 / 0.82 ]		 #50 (148089) gPb-ucm (color)
[ 0.65 / 0.70 ]
89 #84 (55073) Global Probability of Boundary (gray)
[ 0.62 / 0.67 ]		 #15 (16077) Global Probability of Boundary (color)
[ 0.64 / 0.87 ]
90 #4 (163085) xren (gray)
[ 0.60 / 0.72 ]		 #4 (163085) xren (color)
[ 0.63 / 0.73 ]
91 #3 (58060) xren (gray)
[ 0.58 / 0.71 ]		 #70 (123074) Ren et al. NIPS2012 (color)
[ 0.63 / 0.87 ]
92 #75 (108005) gPb-ucm (gray)
[ 0.58 / 0.78 ]		 #19 (89072) Ren et al. NIPS2012 (color)
[ 0.62 / 0.84 ]
93 #40 (69040) Ren et al. NIPS2012 (gray)
[ 0.57 / 0.50 ]		 #28 (86016) Global Probability of Boundary (color)
[ 0.61 / 0.77 ]
94 #28 (86016) gPb-ucm (gray)
[ 0.56 / 0.83 ]		 #63 (210088) Arbelaez POCV2006
[ 0.60 / 0.54 ]
95 #27 (304034) Segmentation Induced by Scale Invariance
[ 0.55 / 0.83 ]		 #69 (108070) Ren et al. NIPS2012 (color)
[ 0.59 / 0.62 ]
96 #48 (12084) Gradient Magnitude
[ 0.54 / 0.64 ]		 #30 (8023) Ren et al. NIPS2012 (color)
[ 0.58 / 0.81 ]
97 #30 (8023) gPb-ucm (gray)
[ 0.53 / 0.72 ]		 #35 (130026) gPb-ucm (color)
[ 0.58 / 0.70 ]
98 #35 (130026) gPb-ucm (gray)
[ 0.53 / 0.77 ]		 #40 (69040) xren (color)
[ 0.54 / 0.50 ]
99 #69 (108070) Ren et al. NIPS2012 (gray)
[ 0.50 / 0.69 ]		 #37 (108082) Ren et al. NIPS2012 (color)
[ 0.50 / 0.90 ]
100 #37 (108082) Ren et al. NIPS2012 (gray)
[ 0.48 / 0.88 ]		 #48 (12084) Brightness / Texture Gradients
[ 0.44 / 0.62 ]

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