Vllm: vllm: image exif rotation & png trns transparency not normalized, causing mismatch…
Key facts
- Attack vector
- Network
- Privileges required
- None
- User interaction
- None
- Attack complexity
- High
- Impact type
- —
- Confidentiality · integrity · availability
- None · Low · Low
- Fix status
- Partial Red Hat: 3 without a fix
Attack profile from CVSS 3.1 · CNA. Fix status from CNA, GitHub and Red Hat.
Summary
A flaw was found in vLLM, an open-source library for large language model inference. This vulnerability arises from improper handling of image metadata, specifically EXIF orientation and PNG transparency (tRNS) data, during image processing. When images are converted to RGB, transparency information may be implicitly discarded or remapped, leading to unexpected rendering of transparent pixels and distortion of input content. This can result in the model misinterpreting image content, potentially affecting the integrity of processed data.
Why it matters now
SSVC decision points
CISA ADP · SSVC 2.0.3
- Exploitation
- None
- Automatable
- No
- Technical impact
- Partial
The decision (Track, Attend, Act) also depends on your mission and well-being impact; see CISA's SSVC guide.
Affected products
| Vendor | Product | Affected versions | Fixed in | Status | Source |
|---|---|---|---|---|---|
| vllm-project | vLLM | 0.11.0 to before 0.24.0 | 0.24.0 | Patch available | CNA |
| Red Hat | Red Hat AI Inference Server | — | — | No fix listed | CNA |
| Red Hat | Red Hat AI Inference Server | — | — | No fix listed | CNA |
| Red Hat | Red Hat AI Inference Server | — | — | No fix listed | CNA |
| Red Hat | Red Hat AI Inference Server | — | — | No fix listed | CNA |
| Red Hat | Red Hat AI Inference Server | — | — | No fix listed | CNA |
| Red Hat | Red Hat AI Inference Server | — | — | No fix listed | CNA |
| Red Hat | Red Hat AI Inference Server | — | — | No fix listed | CNA |
| Red Hat | Red Hat AI Inference Server | — | — | No fix listed | CNA |
| Red Hat | Red Hat AI Inference Server | — | — | No fix listed | CNA |
| Red Hat | Red Hat AI Inference Server | — | — | No fix listed | CNA |
| Red Hat | Red Hat AI Inference Server | — | — | No fix listed | CNA |
| Red Hat | Red Hat AI Inference Server | — | — | No fix listed | CNA |
| Red Hat | Red Hat AI Inference Server | — | — | No fix listed | CNA |
| Red Hat | Red Hat Enterprise Linux AI (RHEL AI) 3 | — | — | No fix listed | CNA |
| Red Hat | Red Hat Enterprise Linux AI (RHEL AI) 3 | — | — | No fix listed | CNA |
| Red Hat | Red Hat Enterprise Linux AI (RHEL AI) 3 | — | — | No fix listed | CNA |
| Red Hat | Red Hat Enterprise Linux AI (RHEL AI) 3 | — | — | No fix listed | CNA |
| Red Hat | Red Hat Enterprise Linux AI (RHEL AI) 3 | — | — | No fix listed | CNA |
| Red Hat | Red Hat Enterprise Linux AI (RHEL AI) 3 | — | — | No fix listed | CNA |
| Red Hat | Red Hat Enterprise Linux AI (RHEL AI) 3 | — | — | No fix listed | CNA |
| Red Hat | Red Hat OpenShift AI (RHOAI) | — | — | No fix listed | CNA |
| Red Hat | Red Hat OpenShift AI (RHOAI) | — | — | No fix listed | CNA |
| Red Hat | Red Hat OpenShift AI (RHOAI) | — | — | No fix listed | CNA |
| Red Hat | Red Hat OpenShift AI (RHOAI) | — | — | No fix listed | CNA |
| Red Hat | Red Hat OpenShift AI (RHOAI) | — | — | No fix listed | CNA |
| Red Hat | Red Hat OpenShift AI (RHOAI) | — | — | No fix listed | CNA |
| Red Hat | Red Hat OpenShift AI (RHOAI) | — | — | No fix listed | CNA |
| Red Hat | Red Hat OpenShift AI (RHOAI) | — | — | No fix listed | CNA |
| — | vllm (PyPI) | 0.11.0 to before 0.24.0 | 0.24.0 | Patch available | GHSA-8jr5-v98p-w75m |
- vLLM Vendorvllm-project Affected 0.11.0 to before 0.24.0 Fixed in 0.24.0 Patch available CNA
- Red Hat AI Inference Server VendorRed Hat Affected — Fixed in — No fix listed CNA
- Red Hat AI Inference Server VendorRed Hat Affected — Fixed in — No fix listed CNA
- Red Hat AI Inference Server VendorRed Hat Affected — Fixed in — No fix listed CNA
- Red Hat AI Inference Server VendorRed Hat Affected — Fixed in — No fix listed CNA
- Red Hat AI Inference Server VendorRed Hat Affected — Fixed in — No fix listed CNA
- Red Hat AI Inference Server VendorRed Hat Affected — Fixed in — No fix listed CNA
- Red Hat AI Inference Server VendorRed Hat Affected — Fixed in — No fix listed CNA
- Red Hat AI Inference Server VendorRed Hat Affected — Fixed in — No fix listed CNA
- Red Hat AI Inference Server VendorRed Hat Affected — Fixed in — No fix listed CNA
- Red Hat AI Inference Server VendorRed Hat Affected — Fixed in — No fix listed CNA
- Red Hat AI Inference Server VendorRed Hat Affected — Fixed in — No fix listed CNA
- Red Hat AI Inference Server VendorRed Hat Affected — Fixed in — No fix listed CNA
- Red Hat AI Inference Server VendorRed Hat Affected — Fixed in — No fix listed CNA
- Red Hat Enterprise Linux AI (RHEL AI) 3 VendorRed Hat Affected — Fixed in — No fix listed CNA
- Red Hat Enterprise Linux AI (RHEL AI) 3 VendorRed Hat Affected — Fixed in — No fix listed CNA
- Red Hat Enterprise Linux AI (RHEL AI) 3 VendorRed Hat Affected — Fixed in — No fix listed CNA
- Red Hat Enterprise Linux AI (RHEL AI) 3 VendorRed Hat Affected — Fixed in — No fix listed CNA
- Red Hat Enterprise Linux AI (RHEL AI) 3 VendorRed Hat Affected — Fixed in — No fix listed CNA
- Red Hat Enterprise Linux AI (RHEL AI) 3 VendorRed Hat Affected — Fixed in — No fix listed CNA
- Red Hat Enterprise Linux AI (RHEL AI) 3 VendorRed Hat Affected — Fixed in — No fix listed CNA
- Red Hat OpenShift AI (RHOAI) VendorRed Hat Affected — Fixed in — No fix listed CNA
- Red Hat OpenShift AI (RHOAI) VendorRed Hat Affected — Fixed in — No fix listed CNA
- Red Hat OpenShift AI (RHOAI) VendorRed Hat Affected — Fixed in — No fix listed CNA
- Red Hat OpenShift AI (RHOAI) VendorRed Hat Affected — Fixed in — No fix listed CNA
- Red Hat OpenShift AI (RHOAI) VendorRed Hat Affected — Fixed in — No fix listed CNA
- Red Hat OpenShift AI (RHOAI) VendorRed Hat Affected — Fixed in — No fix listed CNA
- Red Hat OpenShift AI (RHOAI) VendorRed Hat Affected — Fixed in — No fix listed CNA
- Red Hat OpenShift AI (RHOAI) VendorRed Hat Affected — Fixed in — No fix listed CNA
- vllm (PyPI) Vendor— Affected 0.11.0 to before 0.24.0 Fixed in 0.24.0 Patch available GHSA-8jr5-v98p-w75m
Remediation
- Fix · CNA vLLM (vllm-project) Fixed in 0.24.0
- Fix · GHSA-8jr5-v98p-w75m vllm (PyPI) Fixed in 0.24.0 Advisory →
Vendor assessments
Red Hat
Red Hat rating: Moderate. Red Hat's page for this CVE →
| Product | Status | Plan or fix |
|---|---|---|
| Red Hat AI Inference Server | Affected | No fix yet: Fix deferred |
| Red Hat Enterprise Linux AI (RHEL AI) 3 | Affected | No fix yet: Fix deferred |
| Red Hat OpenShift AI (RHOAI) | Affected | No fix yet: Fix deferred |
Timeline
- 2026-10-02 Threatist record created from CVE-2026-12491
- 2026-10-03 Alias added: GHSA-8jr5-v98p-w75m
References
Advisory 2
Other 8
- https://access.redhat.com/security/cve/CVE-2026-12491
- RHBZ#2489786
- https://github.com/vllm-project/vllm/security/advisories/GHSA-8jr5-v98p-w75m
- https://github.com/vllm-project/vllm/pull/44974
- https://github.com/vllm-project/vllm/commit/cf1c90672404548aa3bc51f92c4745576a65ee26
- https://github.com/pypa/advisory-database/tree/main/vulns/vllm/PYSEC-2026-3406.yaml
- https://github.com/vllm-project/vllm
- https://pypi.org/project/vllm
More vllm-project vulnerabilities
- TI-2024-10229 Remote Code Execution in vllm-project/vllm CVSS 3.0CRITICAL 9.8
- TI-2024-08404 Remote Code Execution in vllm-project/vllm CVSS 3.1CRITICAL 9.8
- TI-2026-36017 vLLM: OpenAI auth bypass CVSS 3.1CRITICAL 9.1
- TI-2026-63056 vLLM before 0.28.0 Denial of Service via negative token ID CVSS 4.0HIGH 8.7
- TI-2026-04308 Hardcoded trust_remote_code=True in vllm-project/vllm Bypasses User Security Control CVSS 3.0HIGH 8.8
- TI-2026-39137 vLLM: Remote DoS in vLLM via Invalid Recovered Token Reinjection CVSS 3.1HIGH 7.5
Sources
- CVE-2026-12491 · CVE Program
- CVE-2026-12491 · NVD
- FIRST EPSS
- GHSA-8jr5-v98p-w75m · GitHub Advisory Database · CC BY 4.0
- CVE-2026-12491 · Red Hat security data · CC BY 4.0
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