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nvestigate & Prototype New Miner Task: Surface Level Indicators (Traffic Sign) Detection #164

@reyraa

Description

@reyraa

We are introducing a second task type for our subnet miners: Surface Level Indicators Detection.
Currently, miners only perform the “Roadwork / Construction Site Presence” task. This new task will challenge miners to detect traffic signs in provided images.

To kick this off, we need to:

  1. Investigate the current landscape of open-source traffic sign detection models (accuracy, speed, dataset compatibility).
  2. Produce a baseline model implementation to serve as the first version miners will receive.
  3. Validate whether the chosen approach aligns with the Bittensor subnet’s specifications and limitations (task format, challenge/response payloads, scoring).

The outcome of this ticket will be:

  • A report summarizing model options, benchmark results, and recommended approach.
  • A working prototype model integrated with the subnet task pipeline.
  • Clear technical notes for adapting task definitions, miner evaluation, and scoring to support this new task type.

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