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vitech's Introduction

ViTech

Computer Vision Gateway for real-time stream processing

Gstreamer, OpenCV, TensorRT, H.265

Tested on Jetson Nano


  • Stream processing and AI deployment with low power consumption and low memory footprint

  • Hardware encoding and decoding for any combination of user defined input and output image/video streams

  • Versatile tool for performing both low-level and high-level vision tasks

  • Jetson implementation utilizing heterogeneous computing environment, suitable for outdoor application scenarios

  • Support for model translators and compilers enabling creation of optimized AI inference engines

  • Test examples: semantic segmentation, image classification, real-time monocular depth estimation on drone platform


Image Link




Functional blocks:


Image Link




Examples


Semantic segmentation:


--->>> testVideoOut1_pedestrian


--->>> testVideoOut2_traffic



Monocular depth estimation:


--->>> testVideoOut3_unprocessed

--->>> testVideoOut3_depth



UAV integration:




If you would like to use this software, please consider citing the following publication:


  • Brkljač, B., Brkljač, M., Antić, B. (2024). Computer vision gateway for real-time on-site analytics in smart cities and peri-urban agriculture. In Proceedings: 1st International Scientific and Professional Conference - ALFATECH 2024 – Smart cities and modern technologies, Belgrade, Serbia, March 15, 2024, Vol. 1, DOI:number

    @inproceedings{Brkljac_Computer_vision_gateway_2024,
    author = {Brklja{\v{c}}, Branko and Brklja{\v{c}}, Milan and Anti{\'c}, Boris},
    booktitle = {1st International Scientific and Professional Conference - ALFATECH 2024 – Smart cities and modern technologies, Belgrade, Serbia, March 15, 2024, Proceedings},
    doi = {-},
    month = mar,
    pages = {1--12},
    title = {{Computer vision gateway for real-time on-site analytics in smart cities and peri-urban agriculture}},
    year = {2024}
    }

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