M. HosseiniMohammadreza Hosseini
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Mohammadreza Hosseini

Edge AI / Computer Vision

Building real-time vision systems from model optimization to production serving.

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Open-Vocabulary Detection with OWLv2 on Jetson Orin

Full OWLv2 inference pipeline on Jetson Orin with Triton Inference Server for prompt-based open-vocabulary detection.

Project media for Open-Vocabulary Detection with OWLv2 on Jetson Orin
Duration
2024 - Now
Client
AWENTIA
Tech stack
Computer VisionOWLv2JetsonTriton
  • Implemented the full OWLv2 inference pipeline on Jetson Orin using Triton Inference Server for edge deployment.
  • Enabled prompt-based open-vocabulary detection from text or image queries.
  • Optimized serving and post-processing to achieve 4 FPS in production-like conditions.