Semantic category | Â | Color-shape-texture [24] | CNN-RCMF-ICM [21] | DTSD-MR [22] | Region-texture [23] | LBPC-LBPH-CH [2] | MTBCD [13] | Proposed method |
---|---|---|---|---|---|---|---|---|
African tribes | P | 85.00 | 66.30 | 64.33 | 81.00 | 61.52 | 66.00 | 81.36 |
R | 17.00 | 13.26 | 06.43 | 16.00 | 12.30 | 13.20 | 16.27 | |
F | 28.33 | 22.10 | 11.69 | 26.72 | 20.50 | 22.00 | 27.12 | |
Beaches | P | 75.00 | 52.70 | 28.82 | 75.00 | 43.36 | 64.00 | 78.74 |
R | 15.00 | 10.54 | 02.88 | 15.00 | 08.67 | 12.80 | 15.74 | |
F | 25.00 | 17.57 | 05.24 | 25.00 | 14.45 | 21.33 | 26.24 | |
Building | P | 60.00 | 70.60 | 54.23 | 67.00 | 54.57 | 82.00 | 82.93 |
R | 12.00 | 14.12 | 05.42 | 13.00 | 10.91 | 16.40 | 16.58 | |
F | 20.00 | 23.53 | 09.86 | 21.78 | 18.18 | 27.33 | 27.64 | |
Buses | P | 100.0 | 99.10 | 79.43 | 93.00 | 87.90 | 100.0 | 89.56 |
R | 20.00 | 19.82 | 07.94 | 19.00 | 17.58 | 20.00 | 17.91 | |
F | 33.33 | 33.03 | 14.44 | 31.55 | 29.30 | 33.33 | 29.85 | |
Dinosaurs | P | 100.0 | 100.0 | 99.59 | 97.00 | 98.88 | 100.0 | 100.0 |
R | 20.00 | 20.00 | 09.96 | 19.00 | 19.78 | 20.00 | 20.00 | |
F | 33.33 | 33.33 | 18.11 | 31.78 | 32.97 | 33.33 | 33.33 | |
Elephants | P | 80.00 | 90.80 | 40.09 | 91.00 | 44.54 | 83.00 | 93.09 |
R | 16.00 | 18.16 | 04.01 | 18.00 | 08.91 | 16.60 | 18.61 | |
F | 26.67 | 30.27 | 07.29 | 30.06 | 14.85 | 27.67 | 31.03 | |
Flowers | P | 100.0 | 99.20 | 78.25 | 90.00 | 83.08 | 94.00 | 97.11 |
R | 20.00 | 19.84 | 07.83 | 18.00 | 16.62 | 18.80 | 19.42 | |
F | 33.33 | 33.07 | 14.24 | 30.00 | 27.70 | 31.33 | 32.37 | |
Horses | P | 90.00 | 95.10 | 71.17 | 84.00 | 81.59 | 99.00 | 96.35 |
R | 18.00 | 19.02 | 07.12 | 17.00 | 16.32 | 19.80 | 19.27 | |
F | 30.00 | 31.70 | 12.94 | 28.28 | 27.20 | 33.00 | 32.11 | |
Mountain | P | 85.00 | 71.50 | 37.55 | 59.00 | 39.89 | 67.00 | 86.73 |
R | 17.00 | 14.30 | 03.76 | 12.00 | 07.98 | 13.40 | 17.34 | |
F | 28.33 | 23.83 | 06.84 | 19.94 | 13.30 | 22.33 | 28.91 | |
Foods | P | 85.00 | 85.30 | 58.40 | 79.00 | 56.31 | 95.00 | 93.24 |
R | 17.00 | 17.06 | 05.84 | 16.00 | 11.26 | 19.00 | 18.64 | |
F | 28.33 | 28.43 | 10.62 | 26.61 | 18.77 | 31.67 | 31.08 | |
mAP (%) Avg. R Avg. F | P | 86.00 | 83.06 | 61.19 | 81.60 | 65.16 | 85.00 | 89.91 |
R | 17.20 | 16.61 | 06.12 | 16.30 | 13.03 | 17.00 | 17.98 | |
F | 28.66 | 27.68 | 11.12 | 27.17 | 21.72 | 28.33 | 29.97 |