CVE-2020-15212
| Summary |
In TensorFlow Lite before versions 2.2.1 and 2.3.1, models using segment sum can trigger writes outside of bounds of heap allocated buffers by inserting negative elements in the segment ids tensor. Users having access to `segment_ids_data` can alter `output_index` and then write to outside of `output_data` buffer. This might result in a segmentation fault but it can also be used to further corrupt the memory and can be chained with other vulnerabilities to create more advanced exploits. 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 the model loading code to ensure that the segment ids are all positive, although this only handles the case when the segment ids are stored statically in the model. A similar validation could be done if the segment ids are generated at runtime between inference steps. 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.
|
| Publication Date |
Sept. 26, 2020, 4:15 a.m. |
| Registration Date |
Jan. 26, 2021, 11:53 a.m. |
| Last Update |
Nov. 21, 2024, 2:05 p.m. |
|
CVSS3.1 : HIGH
|
| スコア |
8.6
|
| Vector |
CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:L/I:L/A:H |
| 攻撃元区分(AV) |
ネットワーク |
| 攻撃条件の複雑さ(AC) |
低 |
| 攻撃に必要な特権レベル(PR) |
不要 |
| 利用者の関与(UI) |
不要 |
| 影響の想定範囲(S) |
変更なし |
| 機密性への影響(C) |
低 |
| 完全性への影響(I) |
低 |
| 可用性への影響(A) |
高 |
|
CVSS2.0 : HIGH
|
| Score |
7.5
|
| Vector |
AV:N/AC:L/Au:N/C:P/I:P/A:P |
| 攻撃元区分(AV) |
ネットワーク |
| 攻撃条件の複雑さ(AC) |
低 |
| 攻撃前の認証要否(Au) |
不要 |
| 機密性への影響(C) |
低 |
| 完全性への影響(I) |
低 |
| 可用性への影響(A) |
低 |
| Get all privileges. |
いいえ
|
| Get user privileges |
いいえ
|
| Get other privileges |
いいえ
|
| User operation required |
いいえ
|
Affected software configurations
| Configuration1 |
or higher |
or less |
more than |
less than |
| cpe:2.3:a:google:tensorflow:*:*:*:*:lite:*:*:* |
2.2.0 |
|
|
2.2.1 |
| cpe:2.3:a:google:tensorflow:*:*:*:*:lite:*:*:* |
2.3.0 |
|
|
2.3.1 |
Related information, measures and tools
Common Vulnerabilities List
JVN Vulnerability Information
TensorFlow Lite における境界外書き込みに関する脆弱性
| Title |
TensorFlow Lite における境界外書き込みに関する脆弱性
|
| Summary |
TensorFlow Lite には、境界外書き込みに関する脆弱性が存在します。
|
| Possible impacts |
情報を取得される、情報を改ざんされる、およびサービス運用妨害 (DoS) 状態にされる可能性があります。 |
| Solution |
ベンダより正式な対策が公開されています。ベンダ情報を参照して適切な対策を実施してください。 |
| Publication Date |
Sept. 19, 2020, midnight |
| Registration Date |
April 9, 2021, 4:54 p.m. |
| Last Update |
April 9, 2021, 4:54 p.m. |
Affected System
| Google |
|
Google TensorFlow Lite 2.2.1 未満
|
|
Google TensorFlow Lite 2.3.1 未満
|
CVE (情報セキュリティ 共通脆弱性識別子)
CWE (共通脆弱性タイプ一覧)
ベンダー情報
Change Log
| No |
Changed Details |
Date of change |
| 1 |
[2021年04月09日] 掲載 |
April 9, 2021, 4:54 p.m. |