Table 5 Recognition accuracy values of four methods in different brands.
From: High-accuracy model recognition method of mobile device based on weighted feature similarity
Brand | Target set | Recognizer | ProfilIoT13 | MSA20 | ByteIoT21 | ||||
|---|---|---|---|---|---|---|---|---|---|
Brand Acc | Model Acc | Brand Acc | Model Acc | Brand Acc | Model Acc | Brand Acc | Model Acc | ||
Apple | 33 | 100% (33) | 72.73% (24) | 100% (33) | 63.64% (21) | 100% (33) | 63.64% (21) | 100% (33) | 63.64% (21) |
HONOR | 135 | 100% (135) | 97.78% (132) | 100% (135) | 84.44% (114) | 100% (135) | 87.41% (118) | 100% (135) | 84.44% (114) |
Huawei | 188 | 100% (188) | 97.34% (183) | 87.77% (165) | 74.47% (140) | 92.55% (174) | 85.11% (160) | 91.49% (172) | 81.91% (154) |
iQOO | 78 | 100% (78) | 100% (78) | 100% (78) | 89.74% (70) | 100% (78) | 94.87% (74) | 100% (78) | 94.87% (74) |
Lenovo | 57 | 100% (57) | 100% (57) | 100% (57) | 100% (57) | 100% (57) | 100% (57) | 100% (57) | 100% (57) |
Meizu | 65 | 100% (65) | 96.92% (63) | 100% (65) | 78.46% (51) | 100% (65) | 96.92% (63) | 100% (65) | 96.92% (63) |
Motorola | 30 | 100% (30) | 100% (30) | 100% (30) | 90.00% (27) | 100% (30) | 96.67% (29) | 100% (30) | 90.00% (27) |
NOKIA | 38 | 100% (38) | 100% (38) | 100% (38) | 89.47% (34) | 100% (38) | 89.47% (34) | 100% (38) | 89.47% (34) |
Nubia | 45 | 100% (45) | 100% (45) | 100% (45) | 75.56% (34) | 100% (45) | 91.11% (41) | 100% (45) | 91.11% (41) |
Oneplus | 41 | 100% (41) | 100% (41) | 100% (41) | 92.68% (38) | 100% (41) | 92.68% (38) | 100% (41) | 92.68% (38) |
OPPO | 152 | 100% (152) | 100% (152) | 100% (152) | 79.61% (121) | 100% (152) | 94.08% (143) | 100% (152) | 93.42% (142) |
realme | 130 | 100% (130) | 96.92% (126) | 83.85% (109) | 56.92% (74) | 94.62% (123) | 68.46% (89) | 94.62% (123) | 68.46% (89) |
Redmi | 1498 | 100% (1498) | 100% (1498) | 100% (1498) | 87.38% (1309) | 100% (1498) | 92.72% (1389) | 100% (1498) | 92.72% (1389) |
Samsung | 101 | 100% (101) | 100% (101) | 100% (101) | 82.18% (83) | 100% (101) | 99.01% (100) | 100% (101) | 90.10% (91) |
vivo | 161 | 99.38% (160) | 99.38% (160) | 94.41% (152) | 72.67% (117) | 94.41% (152) | 80.12% (129) | 94.41% (152) | 79.50% (128) |
Xiaomi | 136 | 100% (136) | 98.53% (134) | 86.76% (118) | 76.47% (104) | 89.71% (122) | 80.88% (110) | 89.71% (122) | 80.88% (110) |
ZTE | 43 | 100% (43) | 97.67% (42) | 95.35% (41) | 83.72% (36) | 100% (43) | 88.37% (38) | 100% (43) | 88.37% (38) |
Total | 2931 | 99.97% (2930) | 99.08% (2904) | 97.51% (2858) | 82.91% (2430) | 98.50% (2887) | 89.83% (2633) | 98.43% (2885) | 89.05% (2610) |