VirusTotal APK 病毒检测统计 - 第19周: 20210503-20210509
VirusTotal (简称 VT), 是谷歌旗下一家免费提供可疑文件扫描服务的网站. VT 上有超过50家反病毒引擎提供实时扫描服务. 我们每天收集用户上传到 VT 的 APK 样本以及各家引擎的扫描结果, 并通过保守的策略筛选出数万的良性和恶意样本, 然后统计各家引擎的病毒检测结果.
每天, 我们会生成一个包含各家检测数据的 CSV 文件. 文件中会列出样本的 MD5 哈希值, 标签 (0 标示良性样本, 1 标示恶意样本), 以及各家的检测结果 (0 表示检测为良性样本, 1 表示检测为恶意样本). 每星期 7 天的的 CSV 文件会被打包并上传到亚马逊 AWS S3. 有兴趣的读者可以下载检验各家杀毒引擎的检测结果.
以下为检测结果的下载链接:
https://virustotal-results.s3-us-west-1.amazonaws.com/VirusTotal_Results_20210503_20210509.zip
下面的表格列出了各家杀毒引擎的统计结果, 其中各列的含义如下:
- Vendor: 杀毒引擎厂商名称
- TPR: True Positive Rate, 恶意样本检出率
- FPR: False Positive Rate, 良性样本误报率
- TP: True Positive, 正确检出为恶意样本的数量
- FP: False Positive, 误报为恶意样本的数量
- TN: True Negative, 正确检出为良性样本的数量
- FN: False Negative, 误报为良性样本的数量
| Vendor | TPR | FPR | TP | FP | TN | FN |
|---|---|---|---|---|---|---|
| Avast-Mobile | 98.94% | 0.45% | 9819 | 267 | 59607 | 105 |
| Avira | 98.77% | 0.01% | 9802 | 5 | 59869 | 122 |
| ESET-NOD32 | 98.66% | 0.01% | 9791 | 8 | 59866 | 133 |
| Ikarus | 98.50% | 0.04% | 9775 | 26 | 59848 | 149 |
| Fortinet | 98.43% | 0.05% | 9768 | 30 | 59844 | 156 |
| Trustlook | 97.00% | 0.06% | 9626 | 33 | 59841 | 298 |
| K7GW | 96.95% | 0.08% | 9621 | 48 | 59826 | 303 |
| AhnLab-V3 | 96.17% | 0.02% | 9544 | 13 | 59861 | 380 |
| Kaspersky | 92.92% | 0.00% | 9221 | 2 | 59872 | 703 |
| DrWeb | 92.74% | 0.15% | 9204 | 89 | 59785 | 720 |
| McAfee | 90.88% | 0.01% | 9019 | 8 | 59866 | 905 |
| SymantecMobileInsight | 89.19% | 2.27% | 8851 | 1360 | 58514 | 1073 |
| CAT-QuickHeal | 85.94% | 0.02% | 8529 | 12 | 59862 | 1395 |
| McAfee-GW-Edition | 85.80% | 0.03% | 8515 | 15 | 59859 | 1409 |
| AegisLab | 83.08% | 0.13% | 8245 | 78 | 59796 | 1679 |
| Sophos | 82.98% | 0.02% | 8235 | 10 | 59864 | 1689 |
| NANO-Antivirus | 79.64% | 0.03% | 7903 | 18 | 59856 | 2021 |
| Symantec | 79.59% | 0.17% | 7899 | 101 | 59773 | 2025 |
| Microsoft | 78.14% | 0.03% | 7755 | 16 | 59858 | 2169 |
| Tencent | 77.40% | 0.07% | 7681 | 40 | 59834 | 2243 |
| Alibaba | 73.08% | 0.00% | 7252 | 2 | 59872 | 2672 |
| Cyren | 65.21% | 0.02% | 6471 | 14 | 59860 | 3453 |
| ZoneAlarm | 55.77% | 0.01% | 5535 | 5 | 59869 | 4389 |
| MAX | 52.15% | 0.00% | 5175 | 1 | 59873 | 4749 |
| AVG | 41.55% | 0.01% | 4123 | 7 | 59867 | 5801 |
| Avast | 41.38% | 0.01% | 4107 | 7 | 59867 | 5817 |
| Zillya | 30.14% | 0.09% | 2991 | 53 | 59821 | 6933 |
| Comodo | 26.25% | 0.05% | 2605 | 27 | 59847 | 7319 |
| Kingsoft | 18.95% | 0.01% | 1881 | 8 | 59866 | 8043 |
| Jiangmin | 15.24% | 0.59% | 1512 | 351 | 59523 | 8412 |
| GData | 13.23% | 0.00% | 1313 | 0 | 59874 | 8611 |
| ClamAV | 12.76% | 0.13% | 1266 | 79 | 59795 | 8658 |
| BitDefender | 10.04% | 0.00% | 996 | 0 | 59874 | 8928 |
| Emsisoft | 9.85% | 0.00% | 978 | 0 | 59874 | 8946 |
| Rising | 9.51% | 0.01% | 944 | 3 | 59871 | 8980 |
| Yandex | 7.94% | 0.00% | 788 | 0 | 59874 | 9136 |
| F-Secure | 7.16% | 0.00% | 711 | 0 | 59874 | 9213 |
| TrendMicro-HouseCall | 7.01% | 0.01% | 696 | 4 | 59870 | 9228 |
| TrendMicro | 6.44% | 0.03% | 639 | 16 | 59858 | 9285 |
| Zoner | 5.57% | 0.00% | 553 | 2 | 59872 | 9371 |
| MicroWorld-eScan | 4.53% | 0.00% | 450 | 0 | 59874 | 9474 |
| Arcabit | 4.41% | 0.00% | 438 | 1 | 59873 | 9486 |
| VBA32 | 3.47% | 0.01% | 344 | 6 | 59868 | 9580 |
| Antiy-AVL | 2.86% | 0.02% | 284 | 9 | 59865 | 9640 |
| Ad-Aware | 2.23% | 0.00% | 221 | 0 | 59874 | 9703 |
| VIPRE | 1.17% | 0.00% | 116 | 0 | 59874 | 9808 |
| Panda | 0.96% | 0.00% | 95 | 2 | 59872 | 9829 |
| Babable | 0.40% | 0.06% | 40 | 33 | 59841 | 9884 |
| Baidu | 0.28% | 0.01% | 28 | 5 | 59869 | 9896 |
| F-Prot | 0.12% | 0.00% | 12 | 0 | 59874 | 9912 |
| ViRobot | 0.11% | 0.00% | 11 | 1 | 59873 | 9913 |
| SentinelOne | 0.06% | 0.00% | 6 | 0 | 59874 | 9918 |
| Malwarebytes | 0.05% | 0.00% | 5 | 0 | 59874 | 9919 |
| ALYac | 0.03% | 0.00% | 3 | 0 | 59874 | 9921 |
| CMC | 0.01% | 0.00% | 1 | 0 | 59874 | 9923 |
| K7AntiVirus | 0.01% | 0.00% | 1 | 0 | 59874 | 9923 |
| SUPERAntiSpyware | 0.01% | 0.00% | 1 | 0 | 59874 | 9923 |
| Bkav | 0.00% | 0.00% | 0 | 1 | 59873 | 9924 |
| TotalDefense | 0.00% | 0.00% | 0 | 0 | 59874 | 9924 |
| nProtect | 0.00% | 0.00% | 0 | 0 | 59874 | 9924 |
| CrowdStrike | 0.00% | 0.00% | 0 | 0 | 59874 | 9924 |
| TheHacker | 0.00% | 0.00% | 0 | 0 | 59874 | 9924 |
| eScan | 0.00% | 0.00% | 0 | 0 | 59874 | 9924 |
| Invincea | 0.00% | 0.00% | 0 | 0 | 59874 | 9924 |
| Endgame | 0.00% | 0.00% | 0 | 0 | 59874 | 9924 |
| Webroot | 0.00% | 0.00% | 0 | 0 | 59874 | 9924 |
| AVware | 0.00% | 0.00% | 0 | 0 | 59874 | 9924 |
| Qihoo-360 | 0.00% | 0.00% | 0 | 0 | 59874 | 9924 |
| TotalGoodware | 59874 | |||||
| TotalMalware | 9924 | |||||
| TotalSample | 69798 |
如有任何疑问, 欢迎随时邮件联系 lxu@trustlook.com. 谢谢.