CVE-2024-12044Network attack vector

Remote code execution via distributed pickle deserialization

Published Mar 20, 2025 · Updated Mar 20, 2025

Unsafe deserialization in OpenMMLab MMDetection 3.3.0 allows remote attackers to execute arbitrary code through distributed training. The all_reduce_dict API applies pickle.loads() to data broadcast by other distributed workers without validating the serialized object. An unauthenticated attacker able to join or reach the distributed training network can run code with the compromised worker's privileges.

CVSS severity9.8
Critical
EPSS probability1.31%
Next 30 days · Sep 16, 2026
Known exploitationUnconfirmed
Based on sourced intelligence
Hinoki checkNot available
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Summary

What happened

Unsafe deserialization in OpenMMLab MMDetection 3.3.0 allows remote attackers to execute arbitrary code through distributed training. The all_reduce_dict API applies pickle.loads() to data broadcast by other distributed workers without validating the serialized object. An unauthenticated attacker able to join or reach the distributed training network can run code with the compromised worker's privileges.

The record

CVE
CVE-2024-12044
Published
Mar 20, 2025
Updated
Mar 20, 2025
Vendor
OpenMMLab
Product
MMDetection
Classifications
CWE-502, T1210
Attack vector
network
Privileges
unauthenticated

Timeline

How it unfolded

  1. Mar 20, 2025CVE publishedPublication date reported by the CVE source.
  2. Mar 20, 2025Record updatedLatest update available in the CVE record.

Exploitability

Present is not the same as exploitable

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Is a vulnerable build present?

Compare these published version ranges with your installed build and any vendor patches.

  1. Affected versionversion=unspecified <=latest

What conditions does exploitation require?

Attack vectornetwork
Required privilegesunauthenticated

What is affected?

OpenMMLab · MMDetectionversion=unspecified <=latest

Published CVSS scores

9.8huntr.devCVSS:3.0/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H

CVSS describes severity. EPSS estimates exploitation probability.

Attacks

What attackers are doing with it

Daily unique IPs observed by Shadowserver honeypots for known exploited vulnerabilities (KEVs). Missing observations do not establish an absence of attacks.

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No observations available

Sep 10, 2026Sep 16, 2026
Latest reporting daySep 16, 2026
Latest daily unique IPsUnavailable
Prior 30-day averageUnavailable
SourceShadowserver honeypots (KEV)
Vectornetwork
Privilegesunauthenticated
Known exploitationUnconfirmed
Public exploitUnconfirmed

Weakness, pattern, technique

CWE-502Deserialization of Untrusted Data
T1210Exploitation of Remote Services

Public exploit references

No public exploit references are available in this record.

Labels summarize the accepted research assessment. They do not indicate a test against your environment.

Technologies

Your stack

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Your stack

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