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Projects

Work with measurable results: two in-depth case studies plus the rest of the projects with their code, metrics and links.

In production

Industrial tire inspection with vision models and multimodal OCR

Defect detection and segmentation (CNNs, ViT, YOLO, RF-DETR) plus sidewall reading with a LoRA-tuned GLM-OCR, in production at VRAIA. Served with vLLM and Docker.

  • mAP@50:95 of 0.83 on multi-class segmentation
  • 98.56% exact match on sidewall OCR
PyTorchRF-DETRGLM-OCRLoRAvLLMDocker