CVE-2021-29537: Heap buffer overflow in `QuantizedResizeBilinear`
2.5
CVSS Score
3.1
Basic Information
CVE ID
GHSA ID
EPSS Score
0.02934%
CWE
Published
5/21/2021
Updated
10/30/2024
KEV Status
No
Technology
Python
Technical Details
CVSS Vector
CVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:N/I:N/A:L
Package Name | Ecosystem | Vulnerable Versions | First Patched Version |
---|---|---|---|
tensorflow | pip | < 2.1.4 | 2.1.4 |
tensorflow | pip | >= 2.2.0, < 2.2.3 | 2.2.3 |
tensorflow | pip | >= 2.3.0, < 2.3.3 | 2.3.3 |
tensorflow | pip | >= 2.4.0, < 2.4.2 | 2.4.2 |
tensorflow-cpu | pip | < 2.1.4 | 2.1.4 |
tensorflow-cpu | pip | >= 2.2.0, < 2.2.3 | 2.2.3 |
tensorflow-cpu | pip | >= 2.3.0, < 2.3.3 | 2.3.3 |
tensorflow-cpu | pip | >= 2.4.0, < 2.4.2 | 2.4.2 |
tensorflow-gpu | pip | < 2.1.4 | 2.1.4 |
tensorflow-gpu | pip | >= 2.2.0, < 2.2.3 | 2.2.3 |
tensorflow-gpu | pip | >= 2.3.0, < 2.3.3 | 2.3.3 |
tensorflow-gpu | pip | >= 2.4.0, < 2.4.2 | 2.4.2 |
Vulnerability Intelligence
Miggo AI
Root Cause Analysis
The vulnerability stems from the unvalidated direct access to tensor elements in QuantizedResizeBilinearOp
's Compute
method. The original implementation assumed inputs 2 and 3 were always valid scalars, accessing them via .flat<float>()
(0) without checking tensor shape/size. The patch adds explicit scalar validation using TensorShapeUtils::IsScalar
, confirming the vulnerable code was in this function
. The function
's direct memory access pattern matches the described buffer overflow mechanism.