CVE-2024-12044: Remote Code Execution by Pickle Deserialization in open-mmlab/mmdetection

9.8 CVSS

Description

A remote code execution vulnerability exists in open-mmlab/mmdetection version v3.3.0. The vulnerability is due to the use of the `pickle.loads()` function in the `all_reduce_dict()` distributed training API without proper sanitization. This allows an attacker to execute arbitrary code by broadcasting a malicious payload to the distributed training network.

Classification

CVE ID: CVE-2024-12044

CVSS Base Severity: CRITICAL

CVSS Base Score: 9.8

CVSS Vector: CVSS:3.0/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H

Problem Types

CWE-502 Deserialization of Untrusted Data

Affected Products

Vendor: open-mmlab

Product: open-mmlab/mmdetection

Exploit Prediction Scoring System (EPSS)

EPSS Score: 0.64% (probability of being exploited)

EPSS Percentile: 69.26% (scored less or equal to compared to others)

EPSS Date: 2025-04-18 (when was this score calculated)

References

https://nvd.nist.gov/vuln/detail/CVE-2024-12044
https://huntr.com/bounties/f7e4fc32-e167-49fb-9fc7-f092b9c27e8a

Timeline