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# Semantic Detection Training Data
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# Source
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- Aerial imagery from reconnaissance winged UAVs at 600–1000m altitude
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- ViewPro A40 camera, 1080p resolution, various zoom levels
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- Extracted from video frames and still images
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# Target Classes
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- Footpaths / trails (linear features on snow, mud, forest floor)
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- Fresh footpaths (distinct edges, undisturbed surroundings, recent track marks)
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- Stale footpaths (partially covered by snow/vegetation, faded edges)
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- Concealed structures: branch pile hideouts, dugout entrances, squared/circular openings
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- Tree rows (potential concealment lines)
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- Open clearings connected to paths (FPV launch points)
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# YOLO Primitive Classes (new)
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- Black entrances to hideouts (various sizes)
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- Piles of tree branches
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- Footpaths
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- Roads
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- Trees, tree blocks
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# Annotation Format
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- Managed by existing annotation tooling in separate repository
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- Expected: bounding boxes and/or segmentation masks depending on model architecture
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- Footpaths may require polyline or segmentation annotation rather than bounding boxes
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# Seasonal Coverage Required
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- Winter: snow-covered terrain (footpaths as dark lines on white)
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- Spring: mud season (footpaths as compressed/disturbed soil)
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- Summer: full vegetation (paths through grass/undergrowth)
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- Autumn: mixed leaf cover, partial snow
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# Volume
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- Target: hundreds to thousands of annotated images
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- Available effort: 1.5 months, 5 hours/day
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- Potential for annotation process automation
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# Reference Examples
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- semantic01.png — footpath leading to branch-pile hideout in winter forest
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- semantic02.png — footpath to FPV launch clearing, branch mass at forest edge
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- semantic03.png — footpath to squared hideout structure
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- semantic04.png — footpath terminating at tree-branch concealment
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