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NetVLAD

CNN‑based visual place recognition via VLAD descriptor aggregation.

NetVLAD is a CNN‑based visual place recognition model that aggregates dense local descriptors into a compact VLAD descriptor using a differentiable soft assignment to learned cluster centroids. Built on a VGG‑16 backbone, it produces a 32,768‑d L2‑normalized descriptor suitable for nearest‑neighbour place retrieval across images taken under varying conditions.

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Technical Details

Applicable Scenarios

  • Autonomous navigation and mapping
  • Augmented reality scene anchoring
  • Robotics localization

License

Model:MIT

Tags

  • backbone

Supported Mobile Devices

  • Samsung Galaxy S21
  • Samsung Galaxy S21 Ultra
  • Samsung Galaxy S22 5G
  • Samsung Galaxy S22 Ultra 5G
  • Samsung Galaxy S22+ 5G
  • Samsung Galaxy S23
  • Samsung Galaxy S23 Ultra
  • Samsung Galaxy S23+
  • Samsung Galaxy S24
  • Samsung Galaxy S24 Ultra
  • Samsung Galaxy S24+
  • Samsung Galaxy S25
  • Samsung Galaxy S25 Ultra
  • Samsung Galaxy S25+
  • Samsung Galaxy Tab S8
  • Xiaomi 12

Supported Mobile Chipsets

  • Snapdragon® 8 Elite For Galaxy Mobile
  • Snapdragon® 8 Gen 1 Mobile
  • Snapdragon® 8 Gen 2 Mobile
  • Snapdragon® 8 Gen 3 Mobile
  • Snapdragon® 888 Mobile

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