CVE-2022-41894

TensorFlow is an open source platform for machine learning. The reference kernel of the `CONV_3D_TRANSPOSE` TensorFlow Lite operator wrongly increments the data_ptr when adding the bias to the result. Instead of `data_ptr += num_channels;` it should be `data_ptr += output_num_channels;` as if the number of input channels is different than the number of output channels, the wrong result will be returned and a buffer overflow will occur if num_channels > output_num_channels. An attacker can craft a model with a specific number of input channels. It is then possible to write specific values through the bias of the layer outside the bounds of the buffer. This attack only works if the reference kernel resolver is used in the interpreter. We have patched the issue in GitHub commit 72c0bdcb25305b0b36842d746cc61d72658d2941. The fix will be included in TensorFlow 2.11. We will also cherrypick this commit on TensorFlow 2.10.1, 2.9.3, and TensorFlow 2.8.4, as these are also affected and still in supported range.
Configurations

Configuration 1 (hide)

OR cpe:2.3:a:google:tensorflow:*:*:*:*:*:*:*:*
cpe:2.3:a:google:tensorflow:*:*:*:*:*:*:*:*
cpe:2.3:a:google:tensorflow:*:*:*:*:*:*:*:*

History

22 Nov 2022, 21:02

Type Values Removed Values Added
CVSS v2 : unknown
v3 : unknown
v2 : unknown
v3 : 8.1
CPE cpe:2.3:a:google:tensorflow:*:*:*:*:*:*:*:*
First Time Google tensorflow
Google
References (CONFIRM) https://github.com/tensorflow/tensorflow/security/advisories/GHSA-h6q3-vv32-2cq5 - (CONFIRM) https://github.com/tensorflow/tensorflow/security/advisories/GHSA-h6q3-vv32-2cq5 - Exploit, Patch, Third Party Advisory
References (MISC) https://github.com/tensorflow/tensorflow/commit/72c0bdcb25305b0b36842d746cc61d72658d2941 - (MISC) https://github.com/tensorflow/tensorflow/commit/72c0bdcb25305b0b36842d746cc61d72658d2941 - Patch, Third Party Advisory
References (MISC) https://github.com/tensorflow/tensorflow/blob/091e63f0ea33def7ecad661a5ac01dcafbafa90b/tensorflow/lite/kernels/internal/reference/conv3d_transpose.h#L121 - (MISC) https://github.com/tensorflow/tensorflow/blob/091e63f0ea33def7ecad661a5ac01dcafbafa90b/tensorflow/lite/kernels/internal/reference/conv3d_transpose.h#L121 - Third Party Advisory

18 Nov 2022, 23:15

Type Values Removed Values Added
New CVE

Information

Published : 2022-11-18 22:15

Updated : 2023-12-10 14:48


NVD link : CVE-2022-41894

Mitre link : CVE-2022-41894

CVE.ORG link : CVE-2022-41894


JSON object : View

Products Affected

google

  • tensorflow
CWE
CWE-120

Buffer Copy without Checking Size of Input ('Classic Buffer Overflow')