VirusTotal APK 病毒检测统计 2021-10
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). 每个月的 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_20211001_20211031.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 |
|---|---|---|---|---|---|---|
| ESET-NOD32 | 99.63% | 0.04% | 7517 | 66 | 165131 | 28 |
| Fortinet | 99.48% | 0.10% | 7506 | 159 | 165038 | 39 |
| K7GW | 99.44% | 0.10% | 7503 | 164 | 165033 | 42 |
| Avast-Mobile | 98.91% | 0.82% | 7463 | 1352 | 163845 | 82 |
| DrWeb | 98.22% | 0.09% | 7411 | 142 | 165055 | 134 |
| Ikarus | 98.14% | 0.06% | 7405 | 101 | 165096 | 140 |
| Avira | 97.80% | 0.00% | 7379 | 4 | 165193 | 166 |
| CAT-QuickHeal | 96.39% | 0.05% | 7273 | 85 | 165112 | 272 |
| AhnLab-V3 | 94.98% | 0.02% | 7166 | 29 | 165168 | 379 |
| Kaspersky | 94.13% | 0.01% | 7102 | 20 | 165177 | 443 |
| Trustlook | 93.76% | 0.00% | 7074 | 7 | 165190 | 471 |
| McAfee | 92.60% | 0.02% | 6987 | 34 | 165163 | 558 |
| Microsoft | 87.28% | 0.03% | 6585 | 52 | 165145 | 960 |
| McAfee-GW-Edition | 84.96% | 0.02% | 6410 | 35 | 165162 | 1135 |
| Sophos | 83.46% | 0.02% | 6297 | 27 | 165170 | 1248 |
| NANO-Antivirus | 78.52% | 0.02% | 5924 | 41 | 165156 | 1621 |
| Antiy-AVL | 74.16% | 0.10% | 5595 | 173 | 165024 | 1950 |
| SymantecMobileInsight | 74.04% | 2.22% | 5586 | 3675 | 161522 | 1959 |
| Tencent | 69.65% | 0.11% | 5255 | 184 | 165013 | 2290 |
| Cyren | 64.15% | 0.02% | 4840 | 30 | 165167 | 2705 |
| Symantec | 57.99% | 0.00% | 4375 | 3 | 165194 | 3170 |
| Alibaba | 56.30% | 0.00% | 4248 | 6 | 165191 | 3297 |
| AVG | 55.26% | 0.01% | 4169 | 22 | 165175 | 3376 |
| Avast | 55.14% | 0.01% | 4160 | 22 | 165175 | 3385 |
| MAX | 52.72% | 0.00% | 3978 | 0 | 165197 | 3567 |
| ZoneAlarm | 48.32% | 0.01% | 3646 | 19 | 165178 | 3899 |
| Comodo | 42.32% | 0.07% | 3193 | 120 | 165077 | 4352 |
| Zillya | 30.88% | 0.06% | 2330 | 93 | 165104 | 5215 |
| ClamAV | 17.81% | 0.07% | 1344 | 113 | 165084 | 6201 |
| Jiangmin | 15.79% | 0.43% | 1191 | 713 | 164484 | 6354 |
| Kingsoft | 15.40% | 0.01% | 1162 | 24 | 165173 | 6383 |
| GData | 15.06% | 0.00% | 1136 | 1 | 165196 | 6409 |
| BitDefender | 14.25% | 0.00% | 1075 | 0 | 165197 | 6470 |
| Emsisoft | 14.12% | 0.00% | 1065 | 0 | 165197 | 6480 |
| Yandex | 10.40% | 0.00% | 785 | 7 | 165190 | 6760 |
| F-Secure | 9.94% | 0.00% | 750 | 1 | 165196 | 6795 |
| Arcabit | 8.56% | 0.00% | 646 | 1 | 165196 | 6899 |
| MicroWorld-eScan | 8.40% | 0.00% | 634 | 0 | 165197 | 6911 |
| Zoner | 7.20% | 0.00% | 543 | 4 | 165193 | 7002 |
| Rising | 6.03% | 0.01% | 455 | 10 | 165187 | 7090 |
| TrendMicro-HouseCall | 5.99% | 0.01% | 452 | 21 | 165176 | 7093 |
| TrendMicro | 4.53% | 0.02% | 342 | 34 | 165163 | 7203 |
| Ad-Aware | 2.92% | 0.00% | 220 | 0 | 165197 | 7325 |
| VBA32 | 1.02% | 0.01% | 77 | 9 | 165188 | 7468 |
| Panda | 0.34% | 0.00% | 26 | 0 | 165197 | 7519 |
| Baidu | 0.28% | 0.01% | 21 | 15 | 165182 | 7524 |
| SentinelOne | 0.28% | 0.00% | 21 | 0 | 165197 | 7524 |
| ViRobot | 0.19% | 0.00% | 14 | 0 | 165197 | 7531 |
| Malwarebytes | 0.05% | 0.00% | 4 | 0 | 165197 | 7541 |
| ALYac | 0.04% | 0.00% | 3 | 0 | 165197 | 7542 |
| SUPERAntiSpyware | 0.04% | 0.00% | 3 | 0 | 165197 | 7542 |
| VIPRE | 0.04% | 0.00% | 3 | 0 | 165197 | 7542 |
| CMC | 0.03% | 0.00% | 2 | 0 | 165197 | 7543 |
| K7AntiVirus | 0.03% | 0.00% | 2 | 0 | 165197 | 7543 |
| Bkav | 0.00% | 0.00% | 0 | 0 | 165197 | 7545 |
| TotalDefense | 0.00% | 0.00% | 0 | 0 | 165197 | 7545 |
| nProtect | 0.00% | 0.00% | 0 | 0 | 165197 | 7545 |
| CrowdStrike | 0.00% | 0.00% | 0 | 0 | 165197 | 7545 |
| TheHacker | 0.00% | 0.00% | 0 | 0 | 165197 | 7545 |
| eScan | 0.00% | 0.00% | 0 | 0 | 165197 | 7545 |
| Babable | 0.00% | 0.00% | 0 | 0 | 165197 | 7545 |
| Invincea | 0.00% | 0.00% | 0 | 0 | 165197 | 7545 |
| F-Prot | 0.00% | 0.00% | 0 | 0 | 165197 | 7545 |
| Endgame | 0.00% | 0.00% | 0 | 0 | 165197 | 7545 |
| Webroot | 0.00% | 0.00% | 0 | 0 | 165197 | 7545 |
| AegisLab | 0.00% | 0.00% | 0 | 0 | 165197 | 7545 |
| AVware | 0.00% | 0.00% | 0 | 0 | 165197 | 7545 |
| Qihoo-360 | 0.00% | 0.00% | 0 | 0 | 165197 | 7545 |
| TotalGoodware | 165197 | |||||
| TotalMalware | 7545 | |||||
| TotalSample | 172742 |
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