StreetVision Roadwork

Binary image classifier prepared for NATIX StreetVision subnet inference.

Labels

0: None
1: Roadwork

Current status

This repository currently contains a baseline copied from reyraa/sn72-roadwork. It has not yet been fine-tuned by FavoritCoin and no accuracy claim is made until evaluation on a labeled roadwork/no-roadwork benchmark is complete.

Verified runtime

Tested with StreetVision commit 5d0756bfb5c827929b02d66446b261fcb14c063a on NVIDIA RTX 4070 Ti.

Output is a probability in the 0.0-1.0 range.
Model loads through AutoModelForImageClassification.
GPU inference is approximately 4.13 ms/image after warmup.
GPU memory allocation is approximately 336 MiB.

Files

config.json
preprocessor_config.json
model.safetensors

Limitations

Training data provenance and benchmark accuracy need independent validation before production mining or registration.

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Safetensors

Model size

85.8M params

Tensor type

F32