Benchmark - Colour [normal] CL | result by | huangyuan's unet (deepv21) |
set \ criterion | CS | OS | US | ME | NE | O | C | CA | CO | CC | I | II | EA | MS | RM | CI | GCE | LCE | BCE | GBCE | BGM | SC | SSC | VD | L | AVI | NVI | NMI | M | ARI | JC | DC | FMI | WI | WII | NBDE |
#3 - all | 99.94 | 0.00 | 0.00 | 0.00 | 0.00 | 0.04 | 0.05 | 99.88 | 99.94 | 99.94 | 0.06 | 0.03 | 99.94 | 99.91 | 0.02 | 99.94 | 0.12 | 0.10 | 0.14 | 0.12 | 99.94 | 99.88 | 99.88 | 0.06 | 99.94 | 0.08 | 0.48 | 99.52 | 0.08 | 99.82 | 99.76 | 99.88 | 99.88 | 99.88 | 99.88 | 0.04 |
#4 - all | 99.38 | 0.00 | 0.00 | 0.00 | 0.00 | 0.58 | 0.46 | 98.76 | 99.38 | 99.38 | 0.62 | 0.20 | 99.38 | 99.07 | 0.19 | 99.38 | 1.24 | 0.95 | 1.52 | 1.24 | 99.38 | 98.76 | 98.76 | 0.62 | 99.33 | 0.65 | 2.94 | 97.00 | 0.60 | 98.46 | 97.77 | 98.87 | 98.87 | 98.86 | 98.88 | 0.38 |
#5 - all | 74.10 | 0.00 | 0.00 | 25.81 | 25.73 | 0.44 | 0.27 | 88.29 | 92.59 | 95.65 | 7.41 | 0.86 | 92.51 | 88.89 | 4.57 | 93.30 | 8.32 | 4.34 | 12.68 | 8.70 | 92.59 | 88.50 | 88.29 | 7.41 | 88.55 | 2.09 | 8.10 | 91.18 | 2.85 | 92.50 | 89.42 | 94.42 | 94.42 | 94.08 | 94.75 | 1.60 |
#6 - all | 98.54 | 0.00 | 0.00 | 0.00 | 0.00 | 1.55 | 1.35 | 97.13 | 98.54 | 98.55 | 1.46 | 0.51 | 98.54 | 97.81 | 0.21 | 98.54 | 2.85 | 2.38 | 3.35 | 2.88 | 98.54 | 97.14 | 97.13 | 1.46 | 98.16 | 1.33 | 4.64 | 94.69 | 1.21 | 96.73 | 95.20 | 97.54 | 97.54 | 97.17 | 97.91 | 0.91 |
#7 - all | 98.86 | 0.00 | 0.00 | 0.00 | 0.00 | 0.48 | 1.64 | 97.76 | 98.86 | 98.88 | 1.14 | 0.20 | 98.86 | 98.30 | 0.32 | 98.86 | 2.20 | 1.51 | 2.93 | 2.23 | 98.86 | 97.79 | 97.76 | 1.14 | 98.51 | 1.03 | 3.32 | 96.46 | 0.61 | 97.89 | 96.58 | 98.26 | 98.26 | 98.08 | 98.44 | 0.49 |
#8 - all | 99.54 | 0.00 | 0.00 | 0.00 | 0.00 | 0.41 | 0.42 | 99.08 | 99.54 | 99.54 | 0.46 | 0.07 | 99.54 | 99.30 | 0.04 | 99.54 | 0.92 | 0.79 | 1.06 | 0.92 | 99.54 | 99.08 | 99.08 | 0.46 | 99.43 | 0.54 | 1.62 | 98.32 | 0.22 | 99.09 | 98.46 | 99.22 | 99.22 | 99.22 | 99.23 | 0.13 |
#9 - all | 61.79 | 0.00 | 0.00 | 37.58 | 34.52 | 1.06 | 2.12 | 81.87 | 88.84 | 92.80 | 11.16 | 1.03 | 88.93 | 83.26 | 4.31 | 89.86 | 14.39 | 7.97 | 22.79 | 16.36 | 88.84 | 81.70 | 81.87 | 11.16 | 89.80 | 4.47 | 12.70 | 85.62 | 6.18 | 77.66 | 68.55 | 81.34 | 81.56 | 87.81 | 75.76 | 9.48 |
#10 - all | 98.76 | 0.00 | 0.00 | 0.00 | 0.00 | 1.20 | 0.95 | 97.56 | 98.76 | 98.77 | 1.24 | 0.13 | 98.76 | 98.14 | 0.11 | 98.76 | 2.45 | 2.11 | 2.79 | 2.46 | 98.76 | 97.55 | 97.56 | 1.24 | 98.53 | 1.28 | 3.46 | 96.44 | 0.48 | 97.62 | 95.86 | 97.89 | 97.89 | 98.03 | 97.75 | 0.69 |
#11 - all | 99.03 | 0.00 | 0.00 | 0.00 | 0.00 | 0.81 | 0.84 | 98.12 | 99.03 | 99.05 | 0.97 | 0.08 | 99.04 | 98.55 | 0.11 | 99.04 | 1.88 | 1.53 | 2.26 | 1.91 | 99.03 | 98.10 | 98.12 | 0.97 | 98.60 | 0.93 | 2.43 | 97.45 | 0.31 | 98.46 | 97.31 | 98.64 | 98.64 | 98.72 | 98.56 | 0.33 |
#12 - all | 96.96 | 0.00 | 0.00 | 1.03 | 1.38 | 1.58 | 1.82 | 96.03 | 97.91 | 98.03 | 2.09 | 0.22 | 97.90 | 96.87 | 0.28 | 97.94 | 3.91 | 2.95 | 4.87 | 3.92 | 97.91 | 96.07 | 96.03 | 2.09 | 95.63 | 1.75 | 4.39 | 95.13 | 0.65 | 97.02 | 94.92 | 97.39 | 97.40 | 97.03 | 97.76 | 0.90 |
#6 - bark | 97.97 | 0.00 | 0.00 | 0.00 | 0.00 | 2.02 | 1.70 | 96.06 | 97.97 | 97.98 | 2.03 | 0.45 | 97.97 | 96.96 | 0.20 | 97.97 | 3.96 | 3.49 | 4.43 | 3.96 | 97.97 | 96.06 | 96.06 | 2.03 | 97.09 | 1.81 | 6.30 | 93.09 | 1.33 | 96.10 | 94.10 | 96.96 | 96.96 | 96.88 | 97.04 | 1.00 |
#6 - flowers | 73.88 | 0.00 | 23.58 | 0.00 | 1.26 | 45.16 | 4.19 | 65.52 | 66.54 | 74.51 | 33.46 | 4.21 | 67.11 | 49.81 | 7.54 | 68.42 | 4.64 | 3.32 | 14.88 | 13.55 | 89.87 | 88.02 | 85.71 | 6.34 | 86.86 | 2.77 | 9.63 | 89.38 | 3.72 | 89.16 | 84.38 | 91.53 | 91.69 | 86.34 | 97.38 | 2.47 |
#6 - glass | 97.14 | 0.00 | 0.00 | 0.00 | 0.00 | 1.51 | 2.43 | 94.49 | 97.14 | 97.14 | 2.86 | 0.88 | 97.08 | 95.71 | 0.60 | 97.11 | 5.24 | 4.09 | 6.71 | 5.56 | 97.14 | 94.68 | 94.49 | 2.86 | 95.92 | 2.26 | 7.88 | 91.51 | 2.02 | 93.87 | 90.75 | 95.15 | 95.16 | 93.87 | 96.47 | 1.68 |
#6 - man-made | 99.24 | 0.00 | 0.00 | 0.00 | 0.00 | 0.54 | 0.53 | 98.49 | 99.24 | 99.24 | 0.76 | 0.22 | 99.24 | 98.86 | 0.15 | 99.24 | 1.51 | 1.20 | 1.82 | 1.51 | 99.24 | 98.49 | 98.49 | 0.76 | 99.31 | 0.79 | 2.77 | 97.05 | 0.67 | 97.94 | 96.77 | 98.36 | 98.36 | 98.39 | 98.33 | 0.60 |
#6 - nature | 99.67 | 0.00 | 0.00 | 0.00 | 0.00 | 0.68 | 0.55 | 99.35 | 99.67 | 99.67 | 0.33 | 0.15 | 99.67 | 99.51 | 0.02 | 99.67 | 0.65 | 0.61 | 0.70 | 0.65 | 99.67 | 99.35 | 99.35 | 0.33 | 99.39 | 0.39 | 1.37 | 98.07 | 0.31 | 99.36 | 99.22 | 99.61 | 99.61 | 99.63 | 99.59 | 0.21 |
#6 - plants | 95.98 | 0.00 | 0.00 | 0.00 | 0.00 | 1.61 | 2.00 | 92.50 | 95.98 | 96.33 | 4.02 | 0.77 | 95.92 | 93.97 | 1.38 | 96.04 | 6.86 | 4.94 | 9.09 | 7.16 | 95.98 | 92.69 | 92.50 | 4.02 | 94.95 | 2.47 | 8.59 | 91.12 | 2.25 | 92.59 | 88.64 | 93.98 | 93.98 | 93.46 | 94.50 | 5.50 |
#6 - rock | 98.53 | 0.00 | 0.00 | 0.00 | 0.00 | 1.75 | 1.68 | 97.10 | 98.53 | 98.53 | 1.47 | 0.39 | 98.53 | 97.79 | 0.23 | 98.53 | 2.91 | 2.42 | 3.39 | 2.91 | 98.53 | 97.10 | 97.10 | 1.47 | 98.35 | 1.39 | 4.85 | 94.89 | 1.10 | 96.51 | 94.54 | 97.19 | 97.19 | 96.98 | 97.41 | 0.57 |
#6 - stone | 99.57 | 0.00 | 0.00 | 0.00 | 0.00 | 0.35 | 0.89 | 99.15 | 99.57 | 99.57 | 0.43 | 0.09 | 99.57 | 99.35 | 0.07 | 99.57 | 0.85 | 0.67 | 1.04 | 0.85 | 99.57 | 99.15 | 99.15 | 0.43 | 98.81 | 0.46 | 1.62 | 97.77 | 0.29 | 99.37 | 99.17 | 99.59 | 99.59 | 99.64 | 99.53 | 1.26 |
#6 - textile | 99.62 | 0.00 | 0.00 | 0.00 | 0.00 | 0.34 | 0.50 | 99.25 | 99.62 | 99.62 | 0.38 | 0.09 | 99.62 | 99.43 | 0.04 | 99.62 | 0.75 | 0.67 | 0.84 | 0.75 | 99.62 | 99.25 | 99.25 | 0.38 | 99.47 | 0.45 | 1.57 | 98.30 | 0.26 | 99.22 | 98.78 | 99.38 | 99.38 | 99.34 | 99.43 | 0.13 |
#6 - wood | 95.16 | 0.00 | 0.00 | 3.95 | 1.89 | 0.54 | 2.02 | 94.24 | 97.04 | 97.11 | 2.96 | 1.03 | 96.70 | 95.56 | 0.96 | 96.88 | 4.42 | 3.44 | 6.69 | 5.72 | 97.04 | 95.22 | 94.24 | 2.96 | 92.35 | 2.00 | 6.97 | 91.96 | 1.94 | 94.77 | 92.40 | 96.05 | 96.07 | 94.30 | 97.87 | 5.68 |
mean | 94.18 | 0.00 | 1.18 | 3.42 | 3.24 | 3.13 | 1.32 | 94.53 | 96.23 | 97.01 | 3.77 | 0.58 | 96.24 | 94.35 | 1.07 | 96.41 | 3.50 | 2.47 | 5.20 | 4.17 | 97.40 | 95.73 | 95.54 | 2.41 | 96.45 | 1.45 | 4.78 | 94.75 | 1.35 | 95.71 | 93.63 | 96.56 | 96.58 | 96.39 | 96.82 | 1.70 |
criterion | Graph |
correct | |
over | |
under | |
missed | |
noise | |
F-measure |
image | Texture mosaic (undegraded) | Ground truth | Segmentation |
#3 - all | |||
#4 - all | |||
#5 - all | |||
#6 - all | |||
#7 - all | |||
#8 - all | |||
#9 - all | |||
#10 - all | |||
#11 - all | |||
#12 - all | |||
#6 - bark | |||
#6 - flowers | |||
#6 - glass | |||
#6 - man-made | |||
#6 - nature | |||
#6 - plants | |||
#6 - rock | |||
#6 - stone | |||
#6 - textile | |||
#6 - wood |