Refactor HVideoTool to exclusively use YOLO for detection and DeepMosaics for restoration: removed classic CV and composite detectors, updated configuration and UI accordingly. Enhanced documentation in README and CLAUDE.md to reflect these changes, including new batch processing capabilities and device diagnostics.

hvideotool/core/project.py

@@ -30,6 +30,7 @@ FRAMES_DIR = "frames"
 CACHE_FILE = "detections.json"
 COLLECTIONS_DIR = "collections"
 FAVORITES_DIR = "Избранное"  # the single default collection ("в избранное")
+RESTORED_DIR = "restored"    # batch "расцензурить все" output (kept out of frames/)
 _VERSION = 1
 
 # The subset of AppConfig fields a project remembers (mirrored to/from project.json).
@@ -78,6 +79,12 @@ class Project:
         """The single default collection — frames moved "to favorites" land here."""
         return self.collections_dir / FAVORITES_DIR
 
+    @property
+    def restored_dir(self) -> Path:
+        """Batch restoration output ("расцензурить все") — mirrors frame basenames.
+        Kept out of ``frames/`` so results aren't listed/re-detected/re-restored."""
+        return self.root / RESTORED_DIR
+
     # ------------------------------------------------------------- lifecycle
     @classmethod
     def create(