{"items":[{"id":"NVI-00008963","kind":"vulnerability","title":"imgaug contains an insecure deserialization vulnerability in BackgroundAugmenter class within multicore.py module","revision":2,"unknowns":["Customer inventory, deployment, reachability and exploitation have not been inspected."],"lifecycle":"active","identifiers":["GHSA-g82g-j283-hj97","CVE-2026-31235"],"plain_summary":"GitHub lists this reviewed advisory for imgaug. Published version ranges and source prerequisites are shown below; this is not an inspection of a visitor’s application.","review_status":"source_listed","control_topics":[],"public_actions":[{"summary":"Identify the exact component and deployed version, examine the linked publisher’s conditions, and retain evidence of any mitigation.","source_ids":["sr-477f46f38505104214a1507a9dd8739f"],"action_type":"investigate","limitations":"Confirm current vendor support, compatibility and deployment evidence. This report has not tested a fix in your system.","current_supported_target":null}],"schema_version":"1.1.0","source_metrics":[{"kind":"CVSS","as_of":"2026-10-27T17:17:36.000Z","value":"9.8 critical","meaning":"GitHub source severity; exploitability and local consequence require separate evidence.","source_id":"sr-4baef0d8c85e6d32e462eb9fbe7f5c30"},{"kind":"EPSS","as_of":"2026-10-31T12:00:27.000Z","value":"0.473%","meaning":"FIRST EPSS model v2026.06.15; exploitation probability over 30 days, percentile 0.40889. Missing scores are unknown.","source_id":"sr-477f46f38505104214a1507a9dd8739f"}],"why_it_matters":"Published affected context helps an owner decide what evidence to gather. This report has not examined your application.","related_sources":[{"id":"sr-4baef0d8c85e6d32e462eb9fbe7f5c30","url":"https://github.com/advisories/GHSA-g82g-j283-hj97","basis":"vendor_advisory","notes":"GitHub Advisory Database; CC-BY-4.0. Each advisory links its original attribution. Null normalizes fields.","title":"GHSA-g82g-j283-hj97","publisher":"GitHub Advisory Database","observed_at":"2026-10-31T21:56:36.327Z"},{"id":"sr-477f46f38505104214a1507a9dd8739f","url":"https://www.first.org/epss/data.html","basis":"official_catalog","notes":"FIRST EPSS; probability of exploitation in the next 30 days, not local compromise. Dataset date/model retained; FIRST services terms apply.","title":"CVE-2026-31235","publisher":"FIRST EPSS","observed_at":"2026-10-31T22:06:15.376Z"}],"affected_context":[{"certainty":"source_listed","source_ids":["sr-4baef0d8c85e6d32e462eb9fbe7f5c30"],"technology":"imgaug","known_exclusions":[],"conditions_summary":"The imgaug library thru 0.4.0 contains an insecure deserialization vulnerability in its BackgroundAugmenter class within the multicore.py module. The class uses Python's pickle module to deserialize data received via a multiprocessing queue in the _augment_images_worker() method without any safety checks. An attacker who can influence the data placed into this queue (e.g., through social engineering, malicious input scripts, or a compromised shared queue) can provide a malicious pickle payload. When deserialized, this payload can execute arbitrary code in the context of the worker process, leading to remote or local code execution depending on the deployment scenario.","public_affected_ranges":["<= 0.4.0"]}],"null_published_at":"2026-10-31T23:18:17.251Z","source_updated_at":"2026-10-27T17:17:36.000Z","source_disclosed_at":"2026-05-12T18:30:41.000Z","is_synthetic_fixture":false,"null_last_reviewed_at":null,"public_change_summary":"Dated EPSS estimate updated; this is not a new disclosure or proof of exploitation.","null_first_observed_at":"2026-10-31T21:56:36.327Z"},{"id":"NVI-00008963","kind":"vulnerability","title":"imgaug contains an insecure deserialization vulnerability in BackgroundAugmenter class within multicore.py module","revision":1,"unknowns":["Customer inventory, deployment, reachability and exploitation have not been inspected."],"lifecycle":"active","identifiers":["GHSA-g82g-j283-hj97","CVE-2026-31235"],"plain_summary":"GitHub lists this reviewed advisory for imgaug. Published version ranges and source prerequisites are shown below; this is not an inspection of a visitor’s application.","review_status":"source_listed","control_topics":[],"public_actions":[{"summary":"Identify the exact component and deployed version, examine the linked publisher’s conditions, and retain evidence of any mitigation.","source_ids":["sr-4baef0d8c85e6d32e462eb9fbe7f5c30"],"action_type":"investigate","limitations":"Confirm current vendor support, compatibility and deployment evidence. This report has not tested a fix in your system.","current_supported_target":null}],"schema_version":"1.1.0","source_metrics":[{"kind":"CVSS","as_of":"2026-10-27T17:17:36.000Z","value":"9.8 critical","meaning":"GitHub source severity; exploitability and local consequence require separate evidence.","source_id":"sr-4baef0d8c85e6d32e462eb9fbe7f5c30"}],"why_it_matters":"Published affected context helps an owner decide what evidence to gather. This report has not examined your application.","related_sources":[{"id":"sr-4baef0d8c85e6d32e462eb9fbe7f5c30","url":"https://github.com/advisories/GHSA-g82g-j283-hj97","basis":"vendor_advisory","notes":"GitHub Advisory Database; CC-BY-4.0. Each advisory links its original attribution. Null normalizes fields.","title":"GHSA-g82g-j283-hj97","publisher":"GitHub Advisory Database","observed_at":"2026-10-31T21:56:36.327Z"}],"affected_context":[{"certainty":"source_listed","source_ids":["sr-4baef0d8c85e6d32e462eb9fbe7f5c30"],"technology":"imgaug","known_exclusions":[],"conditions_summary":"The imgaug library thru 0.4.0 contains an insecure deserialization vulnerability in its BackgroundAugmenter class within the multicore.py module. The class uses Python's pickle module to deserialize data received via a multiprocessing queue in the _augment_images_worker() method without any safety checks. An attacker who can influence the data placed into this queue (e.g., through social engineering, malicious input scripts, or a compromised shared queue) can provide a malicious pickle payload. When deserialized, this payload can execute arbitrary code in the context of the worker process, leading to remote or local code execution depending on the deployment scenario.","public_affected_ranges":["<= 0.4.0"]}],"null_published_at":"2026-10-31T22:13:27.124Z","source_updated_at":"2026-10-27T17:17:36.000Z","source_disclosed_at":"2026-05-12T18:30:41.000Z","is_synthetic_fixture":false,"null_last_reviewed_at":null,"public_change_summary":"First indexed by Null; source disclosure date is shown separately.","null_first_observed_at":"2026-10-31T21:56:36.327Z"}],"next_cursor":null,"snapshot_revision":"42594"}