Improper Input ValidationWeakness · CWE-20

CVE-2026-50144

HIGH · 7.1 CVSS v3.1 Published 2026-07-15
Mitigation only
No fix yet — a mitigation exists. There is no fixed release. A documented workaround reduces exposure in the meantime.
See remediation →
74/100
Remediation priority · Elevated
No privileges 5 weeks old

Official description Straight from the sourceThe vendor's or NVD's own wording, published unedited. Authoritative, but often terse — it says what broke, rarely what to do.

NVD · unedited
ncnn is a high-performance neural network inference framework optimized for the mobile platform. In commit e54f7b1f88434e1d844ea0551b880a1cfb079ce1 and earlier, ncnn allows an out-of-bounds heap write in ncnn::ParamDict::load_param() when Net::load_param() loads a malicious .param model file because the parsed parameter id is checked only against id >= NCNN_MAX_PARAM_COUNT, allowing a negative id to index before the params[NCNN_MAX_PARAM_COUNT] array. This vulnerability is fixed by commit 5a0288f255daa6c3294f77109f67718e434ec020.

Technical summary Written by usOur analysis, written from the advisory, the CVSS vector and the affected-version data. It adds context the advisory leaves out, and never invents facts that are not in the source.

dbcve analysis · high confidence

ncnn allows an out-of-bounds heap write in ncnn::ParamDict::load_param() when loading malicious .param model files. The vulnerability occurs because parameter IDs are only validated against the upper bound (id >= NCNN_MAX_PARAM_COUNT), allowing negative IDs to index before the params array.

MitigationUpdate ncnn to a version after commit 5a0288f255daa6c3294f77109f67718e434ec020 which adds proper lower bounds checking. Additionally, validate or restrict .param files from untrusted sources.

Verify against the referenced sources before acting — the references below are authoritative for this CVE, this summary is not.

CVSS breakdown How the score is builtThe industry scoring standard. It rates how the flaw is reached, what it takes to exploit, and what an attacker gains — the score is derived from those, not the other way round.

From the vector
Attack vector
Local
Complexity
Low
Privileges
None
User interaction
Required
Scope
Unchanged
Confidentiality
None
Integrity
High
Availability
High

CVSS:3.1/AV:L/AC:L/PR:N/UI:R/S:U/C:N/I:H/A:H

Am I affected? How to checkSteps we derive from the advisory and the affected-version data, so you can decide whether this CVE reaches your setup. They are a guide, not a scan — your own configuration is the authority.

dbcve checks

Work through these to decide whether this CVE applies to you.

  1. Locate ncnn library in the environment
    Search for ncnn shared libraries (libncnn.so on Linux, ncnn.dll on Windows, libncnn.dylib on macOS) or check build artifacts for ncnn dependency.
    Affected if ncnn library is found and used in the environment.
  2. Determine ncnn library version
    For installed libraries, run 'ldd <executable>' or check library file metadata. For source builds, inspect version headers or git commit information. Compare against any known version indicators.
    Affected if The installed version predates the fix commit 5a0288f255daa6c3294f77109f67718e434ec020 or version information is unavailable/unclear.
  3. Identify .param file loading usage
    Search codebase for calls to load_param(), from_param(), or ParamDict::load_param() function usage. Check for model loading code paths that accept .param files.
    Affected if The application loads .param model files.
  4. Check source for vulnerable code pattern
    Inspect ncnn source file 'paramdict.cpp' or equivalent. Look for load_param function and verify if parameter ID validation includes both lower bounds (id >= 0) and upper bounds (id < NCNN_MAX_PARAM_COUNT).
    Affected if The validation only checks upper bound (id >= NCNN_MAX_PARAM_COUNT) without checking if id is non-negative.

If ncnn is present, loads .param files, and the code lacks lower bounds validation for parameter IDs, the environment is vulnerable to out-of-bounds heap write via malicious .param files.

Generated from the published advisory. Verify against your own configuration.

Check your environment

Paste your version and any relevant configuration and it will be compared against the affected criteria above. Do not include secrets or credentials.

AI-assisted, checked against the advisory. Informational, not a guarantee.

Remediation Closing itWhat it takes to close this. Where a vendor fix exists we point at it; where none exists we say so plainly, and can build one. Effort estimates are scoped from the advisory, not from your codebase.

From vendor data
Mitigation available No clean upgrade yet — mitigate in the meantime
Mitigation

Update ncnn to a version after commit 5a0288f255daa6c3294f77109f67718e434ec020 which adds proper lower bounds checking. Additionally, validate or restrict .param files from untrusted sources.

Have this fixed Scoped from the published advisory
  • Consultation2.0 h
  • Implementation4.0 h
  • Testing4.0 h
  • Review / QA2.0 h
12.0 hours of engineering $2,080
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References Go to the primary sourcePrimary sources — vendor advisories, patches and trackers. Where our summary and a reference disagree, the reference wins.

Primary sources

Practitioner notes

Contributed

Peer-ranked notes from engineers who’ve handled CVE-2026-50144 in production — separate from our analysis above.

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