Merge 7c097a783c into 1a6d04fde7

use object-anchored snapshot crops for classification wizard examples (#22985 )
enforce python-level timeout on ffprobe subprocesses (#22984 )
2026-05-08 14:35:26 +03:00 · 2026-04-23 15:49:32 +00:00 · 2026-04-23 08:53:48 -05:00 · 2026-04-23 07:16:22 -06:00 · 2026-04-22 21:37:17 -05:00 · 2026-04-22 14:38:54 -06:00
9 changed files with 802 additions and 79 deletions
--- a/docs/docs/integrations/third_party_extensions.md
+++ b/docs/docs/integrations/third_party_extensions.md
@ -39,6 +39,10 @@ This is a fork (with fixed errors and new features) of [original Double Take](ht

 [Frigate telegram](https://github.com/OldTyT/frigate-telegram) makes it possible to send events from Frigate to Telegram. Events are sent as a message with a text description, video, and thumbnail.

+## [kiosk-monitor](https://github.com/extremeshok/kiosk-monitor)
+
+[kiosk-monitor](https://github.com/extremeshok/kiosk-monitor) is a Raspberry Pi watchdog that runs Chromium fullscreen on a Frigate dashboard (optionally with VLC on a second monitor for an RTSP camera stream), auto-restarts on frozen screens or unreachable URLs, and ships a Birdseye-aware Chromium helper that auto-sizes the grid to the display.
+
 ## [Periscope](https://github.com/maksz42/periscope)

 [Periscope](https://github.com/maksz42/periscope) is a lightweight Android app that turns old devices into live viewers for Frigate. It works on Android 2.2 and above, including Android TV. It supports authentication and HTTPS.
--- a/docs/package-lock.json
+++ b/docs/package-lock.json
@ -24,7 +24,7 @@
      },
      "devDependencies": {
        "@docusaurus/module-type-aliases": "^3.7.0",
-        "@docusaurus/types": "^3.7.0",
+        "@docusaurus/types": "^3.10.0",
        "@types/react": "^18.3.27"
      },
      "engines": {
@ -3526,6 +3526,42 @@
        }
      }
    },
+    "node_modules/@docusaurus/bundler/node_modules/@docusaurus/types": {
+      "version": "3.9.2",
+      "resolved": "https://registry.npmjs.org/@docusaurus/types/-/types-3.9.2.tgz",
+      "integrity": "sha512-Ux1JUNswg+EfUEmajJjyhIohKceitY/yzjRUpu04WXgvVz+fbhVC0p+R0JhvEu4ytw8zIAys2hrdpQPBHRIa8Q==",
+      "license": "MIT",
+      "dependencies": {
+        "@mdx-js/mdx": "^3.0.0",
+        "@types/history": "^4.7.11",
+        "@types/mdast": "^4.0.2",
+        "@types/react": "*",
+        "commander": "^5.1.0",
+        "joi": "^17.9.2",
+        "react-helmet-async": "npm:@slorber/react-helmet-async@1.3.0",
+        "utility-types": "^3.10.0",
+        "webpack": "^5.95.0",
+        "webpack-merge": "^5.9.0"
+      },
+      "peerDependencies": {
+        "react": "^18.0.0 || ^19.0.0",
+        "react-dom": "^18.0.0 || ^19.0.0"
+      }
+    },
+    "node_modules/@docusaurus/bundler/node_modules/webpack-merge": {
+      "version": "5.10.0",
+      "resolved": "https://registry.npmjs.org/webpack-merge/-/webpack-merge-5.10.0.tgz",
+      "integrity": "sha512-+4zXKdx7UnO+1jaN4l2lHVD+mFvnlZQP/6ljaJVb4SZiwIKeUnrT5l0gkT8z+n4hKpC+jpOv6O9R+gLtag7pSA==",
+      "license": "MIT",
+      "dependencies": {
+        "clone-deep": "^4.0.1",
+        "flat": "^5.0.2",
+        "wildcard": "^2.0.0"
+      },
+      "engines": {
+        "node": ">=10.0.0"
+      }
+    },
    "node_modules/@docusaurus/core": {
      "version": "3.9.2",
      "resolved": "https://registry.npmjs.org/@docusaurus/core/-/core-3.9.2.tgz",
@ -3673,6 +3709,42 @@
        "react-dom": "*"
      }
    },
+    "node_modules/@docusaurus/module-type-aliases/node_modules/@docusaurus/types": {
+      "version": "3.9.2",
+      "resolved": "https://registry.npmjs.org/@docusaurus/types/-/types-3.9.2.tgz",
+      "integrity": "sha512-Ux1JUNswg+EfUEmajJjyhIohKceitY/yzjRUpu04WXgvVz+fbhVC0p+R0JhvEu4ytw8zIAys2hrdpQPBHRIa8Q==",
+      "license": "MIT",
+      "dependencies": {
+        "@mdx-js/mdx": "^3.0.0",
+        "@types/history": "^4.7.11",
+        "@types/mdast": "^4.0.2",
+        "@types/react": "*",
+        "commander": "^5.1.0",
+        "joi": "^17.9.2",
+        "react-helmet-async": "npm:@slorber/react-helmet-async@1.3.0",
+        "utility-types": "^3.10.0",
+        "webpack": "^5.95.0",
+        "webpack-merge": "^5.9.0"
+      },
+      "peerDependencies": {
+        "react": "^18.0.0 || ^19.0.0",
+        "react-dom": "^18.0.0 || ^19.0.0"
+      }
+    },
+    "node_modules/@docusaurus/module-type-aliases/node_modules/webpack-merge": {
+      "version": "5.10.0",
+      "resolved": "https://registry.npmjs.org/webpack-merge/-/webpack-merge-5.10.0.tgz",
+      "integrity": "sha512-+4zXKdx7UnO+1jaN4l2lHVD+mFvnlZQP/6ljaJVb4SZiwIKeUnrT5l0gkT8z+n4hKpC+jpOv6O9R+gLtag7pSA==",
+      "license": "MIT",
+      "dependencies": {
+        "clone-deep": "^4.0.1",
+        "flat": "^5.0.2",
+        "wildcard": "^2.0.0"
+      },
+      "engines": {
+        "node": ">=10.0.0"
+      }
+    },
    "node_modules/@docusaurus/plugin-content-blog": {
      "version": "3.9.2",
      "resolved": "https://registry.npmjs.org/@docusaurus/plugin-content-blog/-/plugin-content-blog-3.9.2.tgz",
@ -3707,6 +3779,42 @@
        "react-dom": "^18.0.0 || ^19.0.0"
      }
    },
+    "node_modules/@docusaurus/plugin-content-blog/node_modules/@docusaurus/types": {
+      "version": "3.9.2",
+      "resolved": "https://registry.npmjs.org/@docusaurus/types/-/types-3.9.2.tgz",
+      "integrity": "sha512-Ux1JUNswg+EfUEmajJjyhIohKceitY/yzjRUpu04WXgvVz+fbhVC0p+R0JhvEu4ytw8zIAys2hrdpQPBHRIa8Q==",
+      "license": "MIT",
+      "dependencies": {
+        "@mdx-js/mdx": "^3.0.0",
+        "@types/history": "^4.7.11",
+        "@types/mdast": "^4.0.2",
+        "@types/react": "*",
+        "commander": "^5.1.0",
+        "joi": "^17.9.2",
+        "react-helmet-async": "npm:@slorber/react-helmet-async@1.3.0",
+        "utility-types": "^3.10.0",
+        "webpack": "^5.95.0",
+        "webpack-merge": "^5.9.0"
+      },
+      "peerDependencies": {
+        "react": "^18.0.0 || ^19.0.0",
+        "react-dom": "^18.0.0 || ^19.0.0"
+      }
+    },
+    "node_modules/@docusaurus/plugin-content-blog/node_modules/webpack-merge": {
+      "version": "5.10.0",
+      "resolved": "https://registry.npmjs.org/webpack-merge/-/webpack-merge-5.10.0.tgz",
+      "integrity": "sha512-+4zXKdx7UnO+1jaN4l2lHVD+mFvnlZQP/6ljaJVb4SZiwIKeUnrT5l0gkT8z+n4hKpC+jpOv6O9R+gLtag7pSA==",
+      "license": "MIT",
+      "dependencies": {
+        "clone-deep": "^4.0.1",
+        "flat": "^5.0.2",
+        "wildcard": "^2.0.0"
+      },
+      "engines": {
+        "node": ">=10.0.0"
+      }
+    },
    "node_modules/@docusaurus/plugin-content-docs": {
      "version": "3.9.2",
      "resolved": "https://registry.npmjs.org/@docusaurus/plugin-content-docs/-/plugin-content-docs-3.9.2.tgz",
@ -3740,6 +3848,42 @@
        "react-dom": "^18.0.0 || ^19.0.0"
      }
    },
+    "node_modules/@docusaurus/plugin-content-docs/node_modules/@docusaurus/types": {
+      "version": "3.9.2",
+      "resolved": "https://registry.npmjs.org/@docusaurus/types/-/types-3.9.2.tgz",
+      "integrity": "sha512-Ux1JUNswg+EfUEmajJjyhIohKceitY/yzjRUpu04WXgvVz+fbhVC0p+R0JhvEu4ytw8zIAys2hrdpQPBHRIa8Q==",
+      "license": "MIT",
+      "dependencies": {
+        "@mdx-js/mdx": "^3.0.0",
+        "@types/history": "^4.7.11",
+        "@types/mdast": "^4.0.2",
+        "@types/react": "*",
+        "commander": "^5.1.0",
+        "joi": "^17.9.2",
+        "react-helmet-async": "npm:@slorber/react-helmet-async@1.3.0",
+        "utility-types": "^3.10.0",
+        "webpack": "^5.95.0",
+        "webpack-merge": "^5.9.0"
+      },
+      "peerDependencies": {
+        "react": "^18.0.0 || ^19.0.0",
+        "react-dom": "^18.0.0 || ^19.0.0"
+      }
+    },
+    "node_modules/@docusaurus/plugin-content-docs/node_modules/webpack-merge": {
+      "version": "5.10.0",
+      "resolved": "https://registry.npmjs.org/webpack-merge/-/webpack-merge-5.10.0.tgz",
+      "integrity": "sha512-+4zXKdx7UnO+1jaN4l2lHVD+mFvnlZQP/6ljaJVb4SZiwIKeUnrT5l0gkT8z+n4hKpC+jpOv6O9R+gLtag7pSA==",
+      "license": "MIT",
+      "dependencies": {
+        "clone-deep": "^4.0.1",
+        "flat": "^5.0.2",
+        "wildcard": "^2.0.0"
+      },
+      "engines": {
+        "node": ">=10.0.0"
+      }
+    },
    "node_modules/@docusaurus/plugin-content-pages": {
      "version": "3.9.2",
      "resolved": "https://registry.npmjs.org/@docusaurus/plugin-content-pages/-/plugin-content-pages-3.9.2.tgz",
@ -3763,6 +3907,42 @@
        "react-dom": "^18.0.0 || ^19.0.0"
      }
    },
+    "node_modules/@docusaurus/plugin-content-pages/node_modules/@docusaurus/types": {
+      "version": "3.9.2",
+      "resolved": "https://registry.npmjs.org/@docusaurus/types/-/types-3.9.2.tgz",
+      "integrity": "sha512-Ux1JUNswg+EfUEmajJjyhIohKceitY/yzjRUpu04WXgvVz+fbhVC0p+R0JhvEu4ytw8zIAys2hrdpQPBHRIa8Q==",
+      "license": "MIT",
+      "dependencies": {
+        "@mdx-js/mdx": "^3.0.0",
+        "@types/history": "^4.7.11",
+        "@types/mdast": "^4.0.2",
+        "@types/react": "*",
+        "commander": "^5.1.0",
+        "joi": "^17.9.2",
+        "react-helmet-async": "npm:@slorber/react-helmet-async@1.3.0",
+        "utility-types": "^3.10.0",
+        "webpack": "^5.95.0",
+        "webpack-merge": "^5.9.0"
+      },
+      "peerDependencies": {
+        "react": "^18.0.0 || ^19.0.0",
+        "react-dom": "^18.0.0 || ^19.0.0"
+      }
+    },
+    "node_modules/@docusaurus/plugin-content-pages/node_modules/webpack-merge": {
+      "version": "5.10.0",
+      "resolved": "https://registry.npmjs.org/webpack-merge/-/webpack-merge-5.10.0.tgz",
+      "integrity": "sha512-+4zXKdx7UnO+1jaN4l2lHVD+mFvnlZQP/6ljaJVb4SZiwIKeUnrT5l0gkT8z+n4hKpC+jpOv6O9R+gLtag7pSA==",
+      "license": "MIT",
+      "dependencies": {
+        "clone-deep": "^4.0.1",
+        "flat": "^5.0.2",
+        "wildcard": "^2.0.0"
+      },
+      "engines": {
+        "node": ">=10.0.0"
+      }
+    },
    "node_modules/@docusaurus/plugin-css-cascade-layers": {
      "version": "3.9.2",
      "resolved": "https://registry.npmjs.org/@docusaurus/plugin-css-cascade-layers/-/plugin-css-cascade-layers-3.9.2.tgz",
@ -3779,6 +3959,42 @@
        "node": ">=20.0"
      }
    },
+    "node_modules/@docusaurus/plugin-css-cascade-layers/node_modules/@docusaurus/types": {
+      "version": "3.9.2",
+      "resolved": "https://registry.npmjs.org/@docusaurus/types/-/types-3.9.2.tgz",
+      "integrity": "sha512-Ux1JUNswg+EfUEmajJjyhIohKceitY/yzjRUpu04WXgvVz+fbhVC0p+R0JhvEu4ytw8zIAys2hrdpQPBHRIa8Q==",
+      "license": "MIT",
+      "dependencies": {
+        "@mdx-js/mdx": "^3.0.0",
+        "@types/history": "^4.7.11",
+        "@types/mdast": "^4.0.2",
+        "@types/react": "*",
+        "commander": "^5.1.0",
+        "joi": "^17.9.2",
+        "react-helmet-async": "npm:@slorber/react-helmet-async@1.3.0",
+        "utility-types": "^3.10.0",
+        "webpack": "^5.95.0",
+        "webpack-merge": "^5.9.0"
+      },
+      "peerDependencies": {
+        "react": "^18.0.0 || ^19.0.0",
+        "react-dom": "^18.0.0 || ^19.0.0"
+      }
+    },
+    "node_modules/@docusaurus/plugin-css-cascade-layers/node_modules/webpack-merge": {
+      "version": "5.10.0",
+      "resolved": "https://registry.npmjs.org/webpack-merge/-/webpack-merge-5.10.0.tgz",
+      "integrity": "sha512-+4zXKdx7UnO+1jaN4l2lHVD+mFvnlZQP/6ljaJVb4SZiwIKeUnrT5l0gkT8z+n4hKpC+jpOv6O9R+gLtag7pSA==",
+      "license": "MIT",
+      "dependencies": {
+        "clone-deep": "^4.0.1",
+        "flat": "^5.0.2",
+        "wildcard": "^2.0.0"
+      },
+      "engines": {
+        "node": ">=10.0.0"
+      }
+    },
    "node_modules/@docusaurus/plugin-debug": {
      "version": "3.9.2",
      "resolved": "https://registry.npmjs.org/@docusaurus/plugin-debug/-/plugin-debug-3.9.2.tgz",
@ -3800,6 +4016,42 @@
        "react-dom": "^18.0.0 || ^19.0.0"
      }
    },
+    "node_modules/@docusaurus/plugin-debug/node_modules/@docusaurus/types": {
+      "version": "3.9.2",
+      "resolved": "https://registry.npmjs.org/@docusaurus/types/-/types-3.9.2.tgz",
+      "integrity": "sha512-Ux1JUNswg+EfUEmajJjyhIohKceitY/yzjRUpu04WXgvVz+fbhVC0p+R0JhvEu4ytw8zIAys2hrdpQPBHRIa8Q==",
+      "license": "MIT",
+      "dependencies": {
+        "@mdx-js/mdx": "^3.0.0",
+        "@types/history": "^4.7.11",
+        "@types/mdast": "^4.0.2",
+        "@types/react": "*",
+        "commander": "^5.1.0",
+        "joi": "^17.9.2",
+        "react-helmet-async": "npm:@slorber/react-helmet-async@1.3.0",
+        "utility-types": "^3.10.0",
+        "webpack": "^5.95.0",
+        "webpack-merge": "^5.9.0"
+      },
+      "peerDependencies": {
+        "react": "^18.0.0 || ^19.0.0",
+        "react-dom": "^18.0.0 || ^19.0.0"
+      }
+    },
+    "node_modules/@docusaurus/plugin-debug/node_modules/webpack-merge": {
+      "version": "5.10.0",
+      "resolved": "https://registry.npmjs.org/webpack-merge/-/webpack-merge-5.10.0.tgz",
+      "integrity": "sha512-+4zXKdx7UnO+1jaN4l2lHVD+mFvnlZQP/6ljaJVb4SZiwIKeUnrT5l0gkT8z+n4hKpC+jpOv6O9R+gLtag7pSA==",
+      "license": "MIT",
+      "dependencies": {
+        "clone-deep": "^4.0.1",
+        "flat": "^5.0.2",
+        "wildcard": "^2.0.0"
+      },
+      "engines": {
+        "node": ">=10.0.0"
+      }
+    },
    "node_modules/@docusaurus/plugin-google-analytics": {
      "version": "3.9.2",
      "resolved": "https://registry.npmjs.org/@docusaurus/plugin-google-analytics/-/plugin-google-analytics-3.9.2.tgz",
@ -3819,6 +4071,42 @@
        "react-dom": "^18.0.0 || ^19.0.0"
      }
    },
+    "node_modules/@docusaurus/plugin-google-analytics/node_modules/@docusaurus/types": {
+      "version": "3.9.2",
+      "resolved": "https://registry.npmjs.org/@docusaurus/types/-/types-3.9.2.tgz",
+      "integrity": "sha512-Ux1JUNswg+EfUEmajJjyhIohKceitY/yzjRUpu04WXgvVz+fbhVC0p+R0JhvEu4ytw8zIAys2hrdpQPBHRIa8Q==",
+      "license": "MIT",
+      "dependencies": {
+        "@mdx-js/mdx": "^3.0.0",
+        "@types/history": "^4.7.11",
+        "@types/mdast": "^4.0.2",
+        "@types/react": "*",
+        "commander": "^5.1.0",
+        "joi": "^17.9.2",
+        "react-helmet-async": "npm:@slorber/react-helmet-async@1.3.0",
+        "utility-types": "^3.10.0",
+        "webpack": "^5.95.0",
+        "webpack-merge": "^5.9.0"
+      },
+      "peerDependencies": {
+        "react": "^18.0.0 || ^19.0.0",
+        "react-dom": "^18.0.0 || ^19.0.0"
+      }
+    },
+    "node_modules/@docusaurus/plugin-google-analytics/node_modules/webpack-merge": {
+      "version": "5.10.0",
+      "resolved": "https://registry.npmjs.org/webpack-merge/-/webpack-merge-5.10.0.tgz",
+      "integrity": "sha512-+4zXKdx7UnO+1jaN4l2lHVD+mFvnlZQP/6ljaJVb4SZiwIKeUnrT5l0gkT8z+n4hKpC+jpOv6O9R+gLtag7pSA==",
+      "license": "MIT",
+      "dependencies": {
+        "clone-deep": "^4.0.1",
+        "flat": "^5.0.2",
+        "wildcard": "^2.0.0"
+      },
+      "engines": {
+        "node": ">=10.0.0"
+      }
+    },
    "node_modules/@docusaurus/plugin-google-gtag": {
      "version": "3.9.2",
      "resolved": "https://registry.npmjs.org/@docusaurus/plugin-google-gtag/-/plugin-google-gtag-3.9.2.tgz",
@ -3839,6 +4127,42 @@
        "react-dom": "^18.0.0 || ^19.0.0"
      }
    },
+    "node_modules/@docusaurus/plugin-google-gtag/node_modules/@docusaurus/types": {
+      "version": "3.9.2",
+      "resolved": "https://registry.npmjs.org/@docusaurus/types/-/types-3.9.2.tgz",
+      "integrity": "sha512-Ux1JUNswg+EfUEmajJjyhIohKceitY/yzjRUpu04WXgvVz+fbhVC0p+R0JhvEu4ytw8zIAys2hrdpQPBHRIa8Q==",
+      "license": "MIT",
+      "dependencies": {
+        "@mdx-js/mdx": "^3.0.0",
+        "@types/history": "^4.7.11",
+        "@types/mdast": "^4.0.2",
+        "@types/react": "*",
+        "commander": "^5.1.0",
+        "joi": "^17.9.2",
+        "react-helmet-async": "npm:@slorber/react-helmet-async@1.3.0",
+        "utility-types": "^3.10.0",
+        "webpack": "^5.95.0",
+        "webpack-merge": "^5.9.0"
+      },
+      "peerDependencies": {
+        "react": "^18.0.0 || ^19.0.0",
+        "react-dom": "^18.0.0 || ^19.0.0"
+      }
+    },
+    "node_modules/@docusaurus/plugin-google-gtag/node_modules/webpack-merge": {
+      "version": "5.10.0",
+      "resolved": "https://registry.npmjs.org/webpack-merge/-/webpack-merge-5.10.0.tgz",
+      "integrity": "sha512-+4zXKdx7UnO+1jaN4l2lHVD+mFvnlZQP/6ljaJVb4SZiwIKeUnrT5l0gkT8z+n4hKpC+jpOv6O9R+gLtag7pSA==",
+      "license": "MIT",
+      "dependencies": {
+        "clone-deep": "^4.0.1",
+        "flat": "^5.0.2",
+        "wildcard": "^2.0.0"
+      },
+      "engines": {
+        "node": ">=10.0.0"
+      }
+    },
    "node_modules/@docusaurus/plugin-google-tag-manager": {
      "version": "3.9.2",
      "resolved": "https://registry.npmjs.org/@docusaurus/plugin-google-tag-manager/-/plugin-google-tag-manager-3.9.2.tgz",
@ -3858,6 +4182,42 @@
        "react-dom": "^18.0.0 || ^19.0.0"
      }
    },
+    "node_modules/@docusaurus/plugin-google-tag-manager/node_modules/@docusaurus/types": {
+      "version": "3.9.2",
+      "resolved": "https://registry.npmjs.org/@docusaurus/types/-/types-3.9.2.tgz",
+      "integrity": "sha512-Ux1JUNswg+EfUEmajJjyhIohKceitY/yzjRUpu04WXgvVz+fbhVC0p+R0JhvEu4ytw8zIAys2hrdpQPBHRIa8Q==",
+      "license": "MIT",
+      "dependencies": {
+        "@mdx-js/mdx": "^3.0.0",
+        "@types/history": "^4.7.11",
+        "@types/mdast": "^4.0.2",
+        "@types/react": "*",
+        "commander": "^5.1.0",
+        "joi": "^17.9.2",
+        "react-helmet-async": "npm:@slorber/react-helmet-async@1.3.0",
+        "utility-types": "^3.10.0",
+        "webpack": "^5.95.0",
+        "webpack-merge": "^5.9.0"
+      },
+      "peerDependencies": {
+        "react": "^18.0.0 || ^19.0.0",
+        "react-dom": "^18.0.0 || ^19.0.0"
+      }
+    },
+    "node_modules/@docusaurus/plugin-google-tag-manager/node_modules/webpack-merge": {
+      "version": "5.10.0",
+      "resolved": "https://registry.npmjs.org/webpack-merge/-/webpack-merge-5.10.0.tgz",
+      "integrity": "sha512-+4zXKdx7UnO+1jaN4l2lHVD+mFvnlZQP/6ljaJVb4SZiwIKeUnrT5l0gkT8z+n4hKpC+jpOv6O9R+gLtag7pSA==",
+      "license": "MIT",
+      "dependencies": {
+        "clone-deep": "^4.0.1",
+        "flat": "^5.0.2",
+        "wildcard": "^2.0.0"
+      },
+      "engines": {
+        "node": ">=10.0.0"
+      }
+    },
    "node_modules/@docusaurus/plugin-sitemap": {
      "version": "3.9.2",
      "resolved": "https://registry.npmjs.org/@docusaurus/plugin-sitemap/-/plugin-sitemap-3.9.2.tgz",
@ -3882,6 +4242,42 @@
        "react-dom": "^18.0.0 || ^19.0.0"
      }
    },
+    "node_modules/@docusaurus/plugin-sitemap/node_modules/@docusaurus/types": {
+      "version": "3.9.2",
+      "resolved": "https://registry.npmjs.org/@docusaurus/types/-/types-3.9.2.tgz",
+      "integrity": "sha512-Ux1JUNswg+EfUEmajJjyhIohKceitY/yzjRUpu04WXgvVz+fbhVC0p+R0JhvEu4ytw8zIAys2hrdpQPBHRIa8Q==",
+      "license": "MIT",
+      "dependencies": {
+        "@mdx-js/mdx": "^3.0.0",
+        "@types/history": "^4.7.11",
+        "@types/mdast": "^4.0.2",
+        "@types/react": "*",
+        "commander": "^5.1.0",
+        "joi": "^17.9.2",
+        "react-helmet-async": "npm:@slorber/react-helmet-async@1.3.0",
+        "utility-types": "^3.10.0",
+        "webpack": "^5.95.0",
+        "webpack-merge": "^5.9.0"
+      },
+      "peerDependencies": {
+        "react": "^18.0.0 || ^19.0.0",
+        "react-dom": "^18.0.0 || ^19.0.0"
+      }
+    },
+    "node_modules/@docusaurus/plugin-sitemap/node_modules/webpack-merge": {
+      "version": "5.10.0",
+      "resolved": "https://registry.npmjs.org/webpack-merge/-/webpack-merge-5.10.0.tgz",
+      "integrity": "sha512-+4zXKdx7UnO+1jaN4l2lHVD+mFvnlZQP/6ljaJVb4SZiwIKeUnrT5l0gkT8z+n4hKpC+jpOv6O9R+gLtag7pSA==",
+      "license": "MIT",
+      "dependencies": {
+        "clone-deep": "^4.0.1",
+        "flat": "^5.0.2",
+        "wildcard": "^2.0.0"
+      },
+      "engines": {
+        "node": ">=10.0.0"
+      }
+    },
    "node_modules/@docusaurus/plugin-svgr": {
      "version": "3.9.2",
      "resolved": "https://registry.npmjs.org/@docusaurus/plugin-svgr/-/plugin-svgr-3.9.2.tgz",
@ -3905,6 +4301,42 @@
        "react-dom": "^18.0.0 || ^19.0.0"
      }
    },
+    "node_modules/@docusaurus/plugin-svgr/node_modules/@docusaurus/types": {
+      "version": "3.9.2",
+      "resolved": "https://registry.npmjs.org/@docusaurus/types/-/types-3.9.2.tgz",
+      "integrity": "sha512-Ux1JUNswg+EfUEmajJjyhIohKceitY/yzjRUpu04WXgvVz+fbhVC0p+R0JhvEu4ytw8zIAys2hrdpQPBHRIa8Q==",
+      "license": "MIT",
+      "dependencies": {
+        "@mdx-js/mdx": "^3.0.0",
+        "@types/history": "^4.7.11",
+        "@types/mdast": "^4.0.2",
+        "@types/react": "*",
+        "commander": "^5.1.0",
+        "joi": "^17.9.2",
+        "react-helmet-async": "npm:@slorber/react-helmet-async@1.3.0",
+        "utility-types": "^3.10.0",
+        "webpack": "^5.95.0",
+        "webpack-merge": "^5.9.0"
+      },
+      "peerDependencies": {
+        "react": "^18.0.0 || ^19.0.0",
+        "react-dom": "^18.0.0 || ^19.0.0"
+      }
+    },
+    "node_modules/@docusaurus/plugin-svgr/node_modules/webpack-merge": {
+      "version": "5.10.0",
+      "resolved": "https://registry.npmjs.org/webpack-merge/-/webpack-merge-5.10.0.tgz",
+      "integrity": "sha512-+4zXKdx7UnO+1jaN4l2lHVD+mFvnlZQP/6ljaJVb4SZiwIKeUnrT5l0gkT8z+n4hKpC+jpOv6O9R+gLtag7pSA==",
+      "license": "MIT",
+      "dependencies": {
+        "clone-deep": "^4.0.1",
+        "flat": "^5.0.2",
+        "wildcard": "^2.0.0"
+      },
+      "engines": {
+        "node": ">=10.0.0"
+      }
+    },
    "node_modules/@docusaurus/preset-classic": {
      "version": "3.9.2",
      "resolved": "https://registry.npmjs.org/@docusaurus/preset-classic/-/preset-classic-3.9.2.tgz",
@ -3935,6 +4367,42 @@
        "react-dom": "^18.0.0 || ^19.0.0"
      }
    },
+    "node_modules/@docusaurus/preset-classic/node_modules/@docusaurus/types": {
+      "version": "3.9.2",
+      "resolved": "https://registry.npmjs.org/@docusaurus/types/-/types-3.9.2.tgz",
+      "integrity": "sha512-Ux1JUNswg+EfUEmajJjyhIohKceitY/yzjRUpu04WXgvVz+fbhVC0p+R0JhvEu4ytw8zIAys2hrdpQPBHRIa8Q==",
+      "license": "MIT",
+      "dependencies": {
+        "@mdx-js/mdx": "^3.0.0",
+        "@types/history": "^4.7.11",
+        "@types/mdast": "^4.0.2",
+        "@types/react": "*",
+        "commander": "^5.1.0",
+        "joi": "^17.9.2",
+        "react-helmet-async": "npm:@slorber/react-helmet-async@1.3.0",
+        "utility-types": "^3.10.0",
+        "webpack": "^5.95.0",
+        "webpack-merge": "^5.9.0"
+      },
+      "peerDependencies": {
+        "react": "^18.0.0 || ^19.0.0",
+        "react-dom": "^18.0.0 || ^19.0.0"
+      }
+    },
+    "node_modules/@docusaurus/preset-classic/node_modules/webpack-merge": {
+      "version": "5.10.0",
+      "resolved": "https://registry.npmjs.org/webpack-merge/-/webpack-merge-5.10.0.tgz",
+      "integrity": "sha512-+4zXKdx7UnO+1jaN4l2lHVD+mFvnlZQP/6ljaJVb4SZiwIKeUnrT5l0gkT8z+n4hKpC+jpOv6O9R+gLtag7pSA==",
+      "license": "MIT",
+      "dependencies": {
+        "clone-deep": "^4.0.1",
+        "flat": "^5.0.2",
+        "wildcard": "^2.0.0"
+      },
+      "engines": {
+        "node": ">=10.0.0"
+      }
+    },
    "node_modules/@docusaurus/theme-classic": {
      "version": "3.9.2",
      "resolved": "https://registry.npmjs.org/@docusaurus/theme-classic/-/theme-classic-3.9.2.tgz",
@ -3975,6 +4443,42 @@
        "react-dom": "^18.0.0 || ^19.0.0"
      }
    },
+    "node_modules/@docusaurus/theme-classic/node_modules/@docusaurus/types": {
+      "version": "3.9.2",
+      "resolved": "https://registry.npmjs.org/@docusaurus/types/-/types-3.9.2.tgz",
+      "integrity": "sha512-Ux1JUNswg+EfUEmajJjyhIohKceitY/yzjRUpu04WXgvVz+fbhVC0p+R0JhvEu4ytw8zIAys2hrdpQPBHRIa8Q==",
+      "license": "MIT",
+      "dependencies": {
+        "@mdx-js/mdx": "^3.0.0",
+        "@types/history": "^4.7.11",
+        "@types/mdast": "^4.0.2",
+        "@types/react": "*",
+        "commander": "^5.1.0",
+        "joi": "^17.9.2",
+        "react-helmet-async": "npm:@slorber/react-helmet-async@1.3.0",
+        "utility-types": "^3.10.0",
+        "webpack": "^5.95.0",
+        "webpack-merge": "^5.9.0"
+      },
+      "peerDependencies": {
+        "react": "^18.0.0 || ^19.0.0",
+        "react-dom": "^18.0.0 || ^19.0.0"
+      }
+    },
+    "node_modules/@docusaurus/theme-classic/node_modules/webpack-merge": {
+      "version": "5.10.0",
+      "resolved": "https://registry.npmjs.org/webpack-merge/-/webpack-merge-5.10.0.tgz",
+      "integrity": "sha512-+4zXKdx7UnO+1jaN4l2lHVD+mFvnlZQP/6ljaJVb4SZiwIKeUnrT5l0gkT8z+n4hKpC+jpOv6O9R+gLtag7pSA==",
+      "license": "MIT",
+      "dependencies": {
+        "clone-deep": "^4.0.1",
+        "flat": "^5.0.2",
+        "wildcard": "^2.0.0"
+      },
+      "engines": {
+        "node": ">=10.0.0"
+      }
+    },
    "node_modules/@docusaurus/theme-common": {
      "version": "3.9.2",
      "resolved": "https://registry.npmjs.org/@docusaurus/theme-common/-/theme-common-3.9.2.tgz",
@ -4031,6 +4535,42 @@
        }
      }
    },
+    "node_modules/@docusaurus/theme-mermaid/node_modules/@docusaurus/types": {
+      "version": "3.9.2",
+      "resolved": "https://registry.npmjs.org/@docusaurus/types/-/types-3.9.2.tgz",
+      "integrity": "sha512-Ux1JUNswg+EfUEmajJjyhIohKceitY/yzjRUpu04WXgvVz+fbhVC0p+R0JhvEu4ytw8zIAys2hrdpQPBHRIa8Q==",
+      "license": "MIT",
+      "dependencies": {
+        "@mdx-js/mdx": "^3.0.0",
+        "@types/history": "^4.7.11",
+        "@types/mdast": "^4.0.2",
+        "@types/react": "*",
+        "commander": "^5.1.0",
+        "joi": "^17.9.2",
+        "react-helmet-async": "npm:@slorber/react-helmet-async@1.3.0",
+        "utility-types": "^3.10.0",
+        "webpack": "^5.95.0",
+        "webpack-merge": "^5.9.0"
+      },
+      "peerDependencies": {
+        "react": "^18.0.0 || ^19.0.0",
+        "react-dom": "^18.0.0 || ^19.0.0"
+      }
+    },
+    "node_modules/@docusaurus/theme-mermaid/node_modules/webpack-merge": {
+      "version": "5.10.0",
+      "resolved": "https://registry.npmjs.org/webpack-merge/-/webpack-merge-5.10.0.tgz",
+      "integrity": "sha512-+4zXKdx7UnO+1jaN4l2lHVD+mFvnlZQP/6ljaJVb4SZiwIKeUnrT5l0gkT8z+n4hKpC+jpOv6O9R+gLtag7pSA==",
+      "license": "MIT",
+      "dependencies": {
+        "clone-deep": "^4.0.1",
+        "flat": "^5.0.2",
+        "wildcard": "^2.0.0"
+      },
+      "engines": {
+        "node": ">=10.0.0"
+      }
+    },
    "node_modules/@docusaurus/theme-search-algolia": {
      "version": "3.9.2",
      "resolved": "https://registry.npmjs.org/@docusaurus/theme-search-algolia/-/theme-search-algolia-3.9.2.tgz",
@ -4076,9 +4616,10 @@
      }
    },
    "node_modules/@docusaurus/types": {
-      "version": "3.9.2",
-      "resolved": "https://registry.npmjs.org/@docusaurus/types/-/types-3.9.2.tgz",
-      "integrity": "sha512-Ux1JUNswg+EfUEmajJjyhIohKceitY/yzjRUpu04WXgvVz+fbhVC0p+R0JhvEu4ytw8zIAys2hrdpQPBHRIa8Q==",
+      "version": "3.10.0",
+      "resolved": "https://registry.npmjs.org/@docusaurus/types/-/types-3.10.0.tgz",
+      "integrity": "sha512-F0dOt3FOoO20rRaFK7whGFQZ3ggyrWEdQc/c8/UiRuzhtg4y1w9FspXH5zpCT07uMnJKBPGh+qNazbNlCQqvSw==",
+      "dev": true,
      "license": "MIT",
      "dependencies": {
        "@mdx-js/mdx": "^3.0.0",
@ -4101,6 +4642,7 @@
      "version": "5.10.0",
      "resolved": "https://registry.npmjs.org/webpack-merge/-/webpack-merge-5.10.0.tgz",
      "integrity": "sha512-+4zXKdx7UnO+1jaN4l2lHVD+mFvnlZQP/6ljaJVb4SZiwIKeUnrT5l0gkT8z+n4hKpC+jpOv6O9R+gLtag7pSA==",
+      "dev": true,
      "license": "MIT",
      "dependencies": {
        "clone-deep": "^4.0.1",
@ -4156,6 +4698,42 @@
        "node": ">=20.0"
      }
    },
+    "node_modules/@docusaurus/utils-common/node_modules/@docusaurus/types": {
+      "version": "3.9.2",
+      "resolved": "https://registry.npmjs.org/@docusaurus/types/-/types-3.9.2.tgz",
+      "integrity": "sha512-Ux1JUNswg+EfUEmajJjyhIohKceitY/yzjRUpu04WXgvVz+fbhVC0p+R0JhvEu4ytw8zIAys2hrdpQPBHRIa8Q==",
+      "license": "MIT",
+      "dependencies": {
+        "@mdx-js/mdx": "^3.0.0",
+        "@types/history": "^4.7.11",
+        "@types/mdast": "^4.0.2",
+        "@types/react": "*",
+        "commander": "^5.1.0",
+        "joi": "^17.9.2",
+        "react-helmet-async": "npm:@slorber/react-helmet-async@1.3.0",
+        "utility-types": "^3.10.0",
+        "webpack": "^5.95.0",
+        "webpack-merge": "^5.9.0"
+      },
+      "peerDependencies": {
+        "react": "^18.0.0 || ^19.0.0",
+        "react-dom": "^18.0.0 || ^19.0.0"
+      }
+    },
+    "node_modules/@docusaurus/utils-common/node_modules/webpack-merge": {
+      "version": "5.10.0",
+      "resolved": "https://registry.npmjs.org/webpack-merge/-/webpack-merge-5.10.0.tgz",
+      "integrity": "sha512-+4zXKdx7UnO+1jaN4l2lHVD+mFvnlZQP/6ljaJVb4SZiwIKeUnrT5l0gkT8z+n4hKpC+jpOv6O9R+gLtag7pSA==",
+      "license": "MIT",
+      "dependencies": {
+        "clone-deep": "^4.0.1",
+        "flat": "^5.0.2",
+        "wildcard": "^2.0.0"
+      },
+      "engines": {
+        "node": ">=10.0.0"
+      }
+    },
    "node_modules/@docusaurus/utils-validation": {
      "version": "3.9.2",
      "resolved": "https://registry.npmjs.org/@docusaurus/utils-validation/-/utils-validation-3.9.2.tgz",
@ -4175,6 +4753,42 @@
        "node": ">=20.0"
      }
    },
+    "node_modules/@docusaurus/utils/node_modules/@docusaurus/types": {
+      "version": "3.9.2",
+      "resolved": "https://registry.npmjs.org/@docusaurus/types/-/types-3.9.2.tgz",
+      "integrity": "sha512-Ux1JUNswg+EfUEmajJjyhIohKceitY/yzjRUpu04WXgvVz+fbhVC0p+R0JhvEu4ytw8zIAys2hrdpQPBHRIa8Q==",
+      "license": "MIT",
+      "dependencies": {
+        "@mdx-js/mdx": "^3.0.0",
+        "@types/history": "^4.7.11",
+        "@types/mdast": "^4.0.2",
+        "@types/react": "*",
+        "commander": "^5.1.0",
+        "joi": "^17.9.2",
+        "react-helmet-async": "npm:@slorber/react-helmet-async@1.3.0",
+        "utility-types": "^3.10.0",
+        "webpack": "^5.95.0",
+        "webpack-merge": "^5.9.0"
+      },
+      "peerDependencies": {
+        "react": "^18.0.0 || ^19.0.0",
+        "react-dom": "^18.0.0 || ^19.0.0"
+      }
+    },
+    "node_modules/@docusaurus/utils/node_modules/webpack-merge": {
+      "version": "5.10.0",
+      "resolved": "https://registry.npmjs.org/webpack-merge/-/webpack-merge-5.10.0.tgz",
+      "integrity": "sha512-+4zXKdx7UnO+1jaN4l2lHVD+mFvnlZQP/6ljaJVb4SZiwIKeUnrT5l0gkT8z+n4hKpC+jpOv6O9R+gLtag7pSA==",
+      "license": "MIT",
+      "dependencies": {
+        "clone-deep": "^4.0.1",
+        "flat": "^5.0.2",
+        "wildcard": "^2.0.0"
+      },
+      "engines": {
+        "node": ">=10.0.0"
+      }
+    },
    "node_modules/@exodus/schemasafe": {
      "version": "1.3.0",
      "resolved": "https://registry.npmjs.org/@exodus/schemasafe/-/schemasafe-1.3.0.tgz",
--- a/docs/package.json
+++ b/docs/package.json
@ -45,7 +45,7 @@
  },
  "devDependencies": {
    "@docusaurus/module-type-aliases": "^3.7.0",
-    "@docusaurus/types": "^3.7.0",
+    "@docusaurus/types": "^3.10.0",
    "@types/react": "^18.3.27"
  },
  "engines": {
--- a/frigate/util/classification.py
+++ b/frigate/util/classification.py
@ -24,8 +24,12 @@ from frigate.log import redirect_output_to_logger, suppress_stderr_during
 from frigate.models import Event, Recordings, ReviewSegment
 from frigate.types import ModelStatusTypesEnum
 from frigate.util.downloader import ModelDownloader
-from frigate.util.file import get_event_thumbnail_bytes
-from frigate.util.image import get_image_from_recording
+from frigate.util.file import get_event_thumbnail_bytes, load_event_snapshot_image
+from frigate.util.image import (
+    calculate_region,
+    get_image_from_recording,
+    relative_box_to_absolute,
+)
 from frigate.util.process import FrigateProcess

 BATCH_SIZE = 16
@ -713,7 +717,7 @@ def collect_object_classification_examples(
    This function:
    1. Queries events for the specified label
    2. Selects 100 balanced events across different cameras and times
-    3. Retrieves thumbnails for selected events (with 33% center crop applied)
+    3. Crops each event's clean snapshot around the object bounding box
    4. Selects 24 most visually distinct thumbnails
    5. Saves to dataset directory

@ -832,66 +836,106 @@ def _select_balanced_events(

 def _extract_event_thumbnails(events: list[Event], output_dir: str) -> list[str]:
    """
-    Extract thumbnails from events and save to disk.
+    Extract a training image for each event.
+
+    Preferred path: load the full-frame clean snapshot and crop around the
+    stored bounding box with the same calculate_region(..., max(w, h), 1.0)
+    call the live ObjectClassificationProcessor uses, so wizard examples
+    are framed like inference-time inputs.
+
+    Fallback: if no clean snapshot exists (snapshots disabled, or only a
+    legacy annotated JPG is on disk), center-crop the stored thumbnail
+    using a step ladder sized from the box/region area ratio.

    Args:
        events: List of Event objects
-        output_dir: Directory to save thumbnails
+        output_dir: Directory to save crops

    Returns:
-        List of paths to successfully extracted thumbnail images
+        List of paths to successfully extracted images
    """
-    thumbnail_paths = []
+    image_paths = []

    for idx, event in enumerate(events):
        try:
-            thumbnail_bytes = get_event_thumbnail_bytes(event)
+            img = _load_event_classification_crop(event)
+            if img is None:
+                continue

-            if thumbnail_bytes:
-                nparr = np.frombuffer(thumbnail_bytes, np.uint8)
-                img = cv2.imdecode(nparr, cv2.IMREAD_COLOR)
-
-                if img is not None:
-                    height, width = img.shape[:2]
-
-                    crop_size = 1.0
-                    if event.data and "box" in event.data and "region" in event.data:
-                        box = event.data["box"]
-                        region = event.data["region"]
-
-                        if len(box) == 4 and len(region) == 4:
-                            box_w, box_h = box[2], box[3]
-                            region_w, region_h = region[2], region[3]
-
-                            box_area = (box_w * box_h) / (region_w * region_h)
-
-                            if box_area < 0.05:
-                                crop_size = 0.4
-                            elif box_area < 0.10:
-                                crop_size = 0.5
-                            elif box_area < 0.20:
-                                crop_size = 0.65
-                            elif box_area < 0.35:
-                                crop_size = 0.80
-                            else:
-                                crop_size = 0.95
-
-                    crop_width = int(width * crop_size)
-                    crop_height = int(height * crop_size)
-
-                    x1 = (width - crop_width) // 2
-                    y1 = (height - crop_height) // 2
-                    x2 = x1 + crop_width
-                    y2 = y1 + crop_height
-
-                    cropped = img[y1:y2, x1:x2]
-                    resized = cv2.resize(cropped, (224, 224))
-                    output_path = os.path.join(output_dir, f"thumbnail_{idx:04d}.jpg")
-                    cv2.imwrite(output_path, resized)
-                    thumbnail_paths.append(output_path)
+            resized = cv2.resize(img, (224, 224))
+            output_path = os.path.join(output_dir, f"thumbnail_{idx:04d}.jpg")
+            cv2.imwrite(output_path, resized)
+            image_paths.append(output_path)

        except Exception as e:
-            logger.debug(f"Failed to extract thumbnail for event {event.id}: {e}")
+            logger.debug(f"Failed to extract image for event {event.id}: {e}")
            continue

-    return thumbnail_paths
+    return image_paths
+
+
+def _load_event_classification_crop(event: Event) -> np.ndarray | None:
+    """Prefer a snapshot-based object crop; fall back to a center-cropped thumbnail."""
+    if event.data and "box" in event.data:
+        snapshot, _ = load_event_snapshot_image(event, clean_only=True)
+        if snapshot is not None:
+            abs_box = relative_box_to_absolute(snapshot.shape, event.data["box"])
+            if abs_box is not None:
+                xmin, ymin, xmax, ymax = abs_box
+                box_w = xmax - xmin
+                box_h = ymax - ymin
+                if box_w > 0 and box_h > 0:
+                    x1, y1, x2, y2 = calculate_region(
+                        snapshot.shape,
+                        xmin,
+                        ymin,
+                        xmax,
+                        ymax,
+                        max(box_w, box_h),
+                        1.0,
+                    )
+                    cropped = snapshot[y1:y2, x1:x2]
+                    if cropped.size > 0:
+                        return cropped
+
+    thumbnail_bytes = get_event_thumbnail_bytes(event)
+    if not thumbnail_bytes:
+        return None
+
+    nparr = np.frombuffer(thumbnail_bytes, np.uint8)
+    img = cv2.imdecode(nparr, cv2.IMREAD_COLOR)
+    if img is None or img.size == 0:
+        return None
+
+    height, width = img.shape[:2]
+    crop_size = 1.0
+
+    if event.data and "box" in event.data and "region" in event.data:
+        box = event.data["box"]
+        region = event.data["region"]
+
+        if len(box) == 4 and len(region) == 4:
+            box_w, box_h = box[2], box[3]
+            region_w, region_h = region[2], region[3]
+            box_area = (box_w * box_h) / (region_w * region_h)
+
+            if box_area < 0.05:
+                crop_size = 0.4
+            elif box_area < 0.10:
+                crop_size = 0.5
+            elif box_area < 0.20:
+                crop_size = 0.65
+            elif box_area < 0.35:
+                crop_size = 0.80
+            else:
+                crop_size = 0.95
+
+    crop_width = int(width * crop_size)
+    crop_height = int(height * crop_size)
+    x1 = (width - crop_width) // 2
+    y1 = (height - crop_height) // 2
+    cropped = img[y1 : y1 + crop_height, x1 : x1 + crop_width]
+    if cropped.size == 0:
+        return None
+
+    return cropped
--- a/frigate/util/services.py
+++ b/frigate/util/services.py
@ -711,23 +711,44 @@ def ffprobe_stream(ffmpeg, path: str, detailed: bool = False) -> sp.CompletedPro
    else:
        format_entries = None

-    ffprobe_cmd = [
-        ffmpeg.ffprobe_path,
-        "-timeout",
-        "1000000",
-        "-print_format",
-        "json",
-        "-show_entries",
-        f"stream={stream_entries}",
-    ]
+    def run(rtsp_transport: Optional[str] = None) -> sp.CompletedProcess:
+        cmd = [ffmpeg.ffprobe_path]
+        if rtsp_transport:
+            cmd += ["-rtsp_transport", rtsp_transport]
+        cmd += [
+            "-timeout",
+            "1000000",
+            "-print_format",
+            "json",
+            "-show_entries",
+            f"stream={stream_entries}",
+        ]
+        if detailed and format_entries:
+            cmd.extend(["-show_entries", f"format={format_entries}"])
+        cmd.extend(["-loglevel", "error", clean_path])
+        try:
+            return sp.run(cmd, capture_output=True, timeout=6)
+        except sp.TimeoutExpired as e:
+            logger.info(
+                "ffprobe timed out while probing %s (transport=%s)",
+                clean_camera_user_pass(path),
+                rtsp_transport or "default",
+            )
+            return sp.CompletedProcess(
+                args=cmd,
+                returncode=1,
+                stdout=e.stdout or b"",
+                stderr=(e.stderr or b"") + b"\nffprobe timed out",
+            )

-    # Add format entries for detailed mode
-    if detailed and format_entries:
-        ffprobe_cmd.extend(["-show_entries", f"format={format_entries}"])
+    result = run()

-    ffprobe_cmd.extend(["-loglevel", "error", clean_path])
+    # For RTSP: retry with explicit TCP transport if the first attempt failed
+    # (default UDP may be blocked)
+    if result.returncode != 0 and clean_path.startswith("rtsp://"):
+        result = run(rtsp_transport="tcp")

-    return sp.run(ffprobe_cmd, capture_output=True)
+    return result


 def vainfo_hwaccel(device_name: Optional[str] = None) -> sp.CompletedProcess:
@ -824,11 +845,23 @@ async def get_video_properties(
            "-show_streams",
            url,
        ]
+        proc = None
        try:
            proc = await asyncio.create_subprocess_exec(
                *cmd, stdout=asyncio.subprocess.PIPE, stderr=asyncio.subprocess.PIPE
            )
-            stdout, _ = await proc.communicate()
+            try:
+                stdout, _ = await asyncio.wait_for(proc.communicate(), timeout=6)
+            except asyncio.TimeoutError:
+                logger.info(
+                    "ffprobe timed out while probing %s (transport=%s)",
+                    clean_camera_user_pass(url),
+                    rtsp_transport or "default",
+                )
+                proc.kill()
+                await proc.wait()
+                return False, 0, 0, None, -1
+
            if proc.returncode != 0:
                return False, 0, 0, None, -1

--- a/web/package-lock.json
+++ b/web/package-lock.json
@ -9642,9 +9642,9 @@
      "license": "MIT"
    },
    "node_modules/lodash-es": {
-      "version": "4.17.23",
-      "resolved": "https://registry.npmjs.org/lodash/-/lodash-4.17.23.tgz",
-      "integrity": "sha512-LgVTMpQtIopCi79SJeDiP0TfWi5CNEc/L/aRdTh3yIvmZXTnheWpKjSZhnvMl8iXbC1tFg9gdHHDMLoV7CnG+w==",
+      "version": "4.18.1",
+      "resolved": "https://registry.npmjs.org/lodash-es/-/lodash-es-4.18.1.tgz",
+      "integrity": "sha512-J8xewKD/Gk22OZbhpOVSwcs60zhd95ESDwezOFuA3/099925PdHJ7OFHNTGtajL3AlZkykD32HykiMo+BIBI8A==",
      "license": "MIT"
    },
    "node_modules/lodash.merge": {
--- a/web/public/locales/en/views/settings.json
+++ b/web/public/locales/en/views/settings.json
@ -415,7 +415,7 @@
        "audioCodecGood": "Audio codec is {{codec}}.",
        "resolutionHigh": "A resolution of {{resolution}} may cause increased resource usage.",
        "resolutionLow": "A resolution of {{resolution}} may be too low for reliable detection of small objects.",
-        "resolutionUnknown": "The resolution of this stream could not be probed. This will cause issues on startup. You should manually set the detect resolution in Settings or your config.",
+        "resolutionUnknown": "The resolution of this stream could not be probed. You should manually set the detect resolution in Settings or your config.",
        "noAudioWarning": "No audio detected for this stream, recordings will not have audio.",
        "audioCodecRecordError": "The AAC audio codec is required to support audio in recordings.",
        "audioCodecRequired": "An audio stream is required to support audio detection.",
--- a/web/src/components/card/AnimatedEventCard.tsx
+++ b/web/src/components/card/AnimatedEventCard.tsx
@ -17,6 +17,9 @@ import { useUserPersistence } from "@/hooks/use-user-persistence";
 import { Skeleton } from "../ui/skeleton";
 import { Button } from "../ui/button";
 import { FaCircleCheck } from "react-icons/fa6";
+import { FaExclamationTriangle } from "react-icons/fa";
+import { MdOutlinePersonSearch } from "react-icons/md";
+import { ThreatLevel } from "@/types/review";
 import { cn } from "@/lib/utils";
 import { useTranslation } from "react-i18next";
 import { getTranslatedLabel } from "@/utils/i18n";
@ -127,6 +130,11 @@ export function AnimatedEventCard({
    true,
  );

+  const threatLevel = useMemo<ThreatLevel>(
+    () => (event.data.metadata?.potential_threat_level ?? 0) as ThreatLevel,
+    [event],
+  );
+
  const aspectRatio = useMemo(() => {
    if (
      !config ||
@ -152,7 +160,15 @@ export function AnimatedEventCard({
          <Tooltip>
            <TooltipTrigger asChild>
              <Button
-                className="pointer-events-none absolute left-2 top-1 z-40 bg-gray-500 bg-gradient-to-br from-gray-400 to-gray-500 opacity-0 transition-opacity group-hover:pointer-events-auto group-hover:opacity-100"
+                className={cn(
+                  "absolute left-2 top-1 z-40 transition-opacity",
+                  threatLevel === ThreatLevel.SECURITY_CONCERN &&
+                    "pointer-events-auto bg-severity_alert opacity-100 hover:bg-severity_alert",
+                  threatLevel === ThreatLevel.NEEDS_REVIEW &&
+                    "pointer-events-auto bg-severity_detection opacity-100 hover:bg-severity_detection",
+                  threatLevel === ThreatLevel.NORMAL &&
+                    "pointer-events-none bg-gray-500 bg-gradient-to-br from-gray-400 to-gray-500 opacity-0 group-hover:pointer-events-auto group-hover:opacity-100",
+                )}
                size="xs"
                aria-label={t("markAsReviewed")}
                onClick={async () => {
@ -160,7 +176,13 @@ export function AnimatedEventCard({
                  updateEvents();
                }}
              >
-                <FaCircleCheck className="size-3 text-white" />
+                {threatLevel === ThreatLevel.SECURITY_CONCERN ? (
+                  <FaExclamationTriangle className="size-3 text-white" />
+                ) : threatLevel === ThreatLevel.NEEDS_REVIEW ? (
+                  <MdOutlinePersonSearch className="size-3 text-white" />
+                ) : (
+                  <FaCircleCheck className="size-3 text-white" />
+                )}
              </Button>
            </TooltipTrigger>
            <TooltipContent>{t("markAsReviewed")}</TooltipContent>
--- a/web/src/views/live/LiveCameraView.tsx
+++ b/web/src/views/live/LiveCameraView.tsx
@ -389,7 +389,7 @@ export default function LiveCameraView({
    return "mse";
  }, [lowBandwidth, mic, webRTC, isRestreamed]);

-  useKeyboardListener(["m"], (key, modifiers) => {
+  useKeyboardListener(["m", "Escape"], (key, modifiers) => {
    if (!modifiers.down) {
      return true;
    }
@ -407,6 +407,12 @@ export default function LiveCameraView({
          return true;
        }
        break;
+      case "Escape":
+        if (!fullscreen) {
+          navigate(-1);
+          return true;
+        }
+        break;
    }

    return false;
Author	SHA1	Message	Date
dependabot[bot]	54d73bbb8d	Merge `7c097a783c` into `1a6d04fde7`	2026-04-23 15:49:32 +00:00
Josh Hawkins	1a6d04fde7	use object-anchored snapshot crops for classification wizard examples (#22985 )	2026-04-23 08:53:48 -05:00
Josh Hawkins	4a1b7a1629	enforce python-level timeout on ffprobe subprocesses (#22984 )	2026-04-23 07:16:22 -06:00
Nicolas Mowen	8eace9c3e7	WebUI tweaks (#22980 ) Some checks are pending CI / AMD64 Build (push) Waiting to run Details CI / ARM Build (push) Waiting to run Details CI / Jetson Jetpack 6 (push) Waiting to run Details CI / AMD64 Extra Build (push) Blocked by required conditions Details CI / ARM Extra Build (push) Blocked by required conditions Details CI / Synaptics Build (push) Blocked by required conditions Details CI / Assemble and push default build (push) Blocked by required conditions Details * Use escape key to go back to main camera dashboard * Add icon showing when review item is needing review	2026-04-22 21:37:17 -05:00
Josh Hawkins	8fc1e97df5	Stream probe fallback (#22971 ) * fall back to tcp transport when rtsp probes fail over udp * tweak wizard message	2026-04-22 14:38:54 -06:00
eXtremeSHOK	0a332cada9	Update third_party_extensions.md (#22973 )	2026-04-22 14:38:36 -06:00
dependabot[bot]	ba499201e6	Bump lodash-es from 4.17.23 to 4.18.1 in /web (#22733 ) Some checks are pending CI / AMD64 Build (push) Waiting to run Details CI / ARM Build (push) Waiting to run Details CI / Jetson Jetpack 6 (push) Waiting to run Details CI / AMD64 Extra Build (push) Blocked by required conditions Details CI / ARM Extra Build (push) Blocked by required conditions Details CI / Synaptics Build (push) Blocked by required conditions Details CI / Assemble and push default build (push) Blocked by required conditions Details Bumps [lodash-es](https://github.com/lodash/lodash) from 4.17.23 to 4.18.1. - [Release notes](https://github.com/lodash/lodash/releases) - [Commits](https://github.com/lodash/lodash/compare/4.17.23...4.18.1) --- updated-dependencies: - dependency-name: lodash-es dependency-version: 4.18.1 dependency-type: indirect ... Signed-off-by: dependabot[bot] <support@github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>	2026-04-22 15:03:43 -05:00
dependabot[bot]	7c097a783c	Bump @docusaurus/types from 3.9.2 to 3.10.0 in /docs Bumps [@docusaurus/types](https://github.com/facebook/docusaurus/tree/HEAD/packages/docusaurus-types) from 3.9.2 to 3.10.0. - [Release notes](https://github.com/facebook/docusaurus/releases) - [Changelog](https://github.com/facebook/docusaurus/blob/main/CHANGELOG.md) - [Commits](https://github.com/facebook/docusaurus/commits/v3.10.0/packages/docusaurus-types) --- updated-dependencies: - dependency-name: "@docusaurus/types" dependency-version: 3.10.0 dependency-type: direct:development update-type: version-update:semver-minor ... Signed-off-by: dependabot[bot] <support@github.com>	2026-04-08 11:35:13 +00:00