CVE-2020-15213 (CNNVD-202009-1619)

MEDIUM
中文标题:
Google TensorFlow 安全漏洞
英文标题:
Denial of service in tensorflow-lite
CVSS分数: 4.0
发布时间: 2020-09-25 18:50:29
漏洞类型: 其他
状态: PUBLISHED
数据质量分数: 0.30
数据版本: v3
漏洞描述
中文描述:

Google TensorFlow是美国谷歌(Google)公司的一套用于机器学习的端到端开源平台。 TensorFlow Lite 2.2.1之前版本,2.3.1版本中存在安全漏洞,该漏洞允许攻击者通过一定手段获取到很大内存,导致内存不足触发拒绝服务。

英文描述:

In TensorFlow Lite before versions 2.2.1 and 2.3.1, models using segment sum can trigger a denial of service by causing an out of memory allocation in the implementation of segment sum. Since code uses the last element of the tensor holding them to determine the dimensionality of output tensor, attackers can use a very large value to trigger a large allocation. The issue is patched in commit 204945b19e44b57906c9344c0d00120eeeae178a and is released in TensorFlow versions 2.2.1, or 2.3.1. A potential workaround would be to add a custom `Verifier` to limit the maximum value in the segment ids tensor. This only handles the case when the segment ids are stored statically in the model, but a similar validation could be done if the segment ids are generated at runtime, between inference steps. However, if the segment ids are generated as outputs of a tensor during inference steps, then there are no possible workaround and users are advised to upgrade to patched code.

CWE类型:
CWE-119 CWE-770
标签:
(暂无数据)
受影响产品
厂商 产品 版本 版本范围 平台 CPE
tensorflow tensorflow = 2.2.0 - - cpe:2.3:a:tensorflow:tensorflow:=_2.2.0:*:*:*:*:*:*:*
tensorflow tensorflow = 2.3.0 - - cpe:2.3:a:tensorflow:tensorflow:=_2.3.0:*:*:*:*:*:*:*
google tensorflow * - - cpe:2.3:a:google:tensorflow:*:*:*:*:lite:*:*:*
解决方案
中文解决方案:
(暂无数据)
英文解决方案:
(暂无数据)
临时解决方案:
(暂无数据)
参考链接
无标题 x_refsource_MISC
cve.org
访问
无标题 x_refsource_MISC
cve.org
访问
无标题 x_refsource_CONFIRM
cve.org
访问
CVSS评分详情
3.1 (cna)
MEDIUM
4.0
CVSS向量: CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:C/C:N/I:N/A:L
机密性
NONE
完整性
NONE
可用性
LOW
时间信息
发布时间:
2020-09-25 18:50:29
修改时间:
2024-08-04 13:08:22
创建时间:
2025-11-11 15:36:05
更新时间:
2025-11-11 15:56:26
利用信息
暂无可利用代码信息
数据源详情
数据源 记录ID 版本 提取时间
CVE cve_CVE-2020-15213 2025-11-11 15:20:24 2025-11-11 07:36:05
NVD nvd_CVE-2020-15213 2025-11-11 14:57:03 2025-11-11 07:44:31
CNNVD cnnvd_CNNVD-202009-1619 2025-11-11 15:10:30 2025-11-11 07:56:26
版本与语言
当前版本: v3
主要语言: EN
支持语言:
EN ZH
安全公告
暂无安全公告信息
变更历史
v3 CNNVD
2025-11-11 15:56:26
vulnerability_type: 未提取 → 其他; cnnvd_id: 未提取 → CNNVD-202009-1619; data_sources: ['cve', 'nvd'] → ['cnnvd', 'cve', 'nvd']
查看详细变更
  • vulnerability_type: 未提取 -> 其他
  • cnnvd_id: 未提取 -> CNNVD-202009-1619
  • data_sources: ['cve', 'nvd'] -> ['cnnvd', 'cve', 'nvd']
v2 NVD
2025-11-11 15:44:31
affected_products_count: 2 → 3; data_sources: ['cve'] → ['cve', 'nvd']
查看详细变更
  • affected_products_count: 2 -> 3
  • data_sources: ['cve'] -> ['cve', 'nvd']