/tag/deepstream/DeepStreamWowchemy (https://wowchemy.com)en-usFri, 01 Mar 2024 00:00:00 +0000/media/icon_hu1df5b22a25c153c0bc30315164a416d3_6811_512x512_fill_lanczos_center_3.png/tag/deepstream//project/multi-camera-cv/Fri, 01 Mar 2024 00:00:00 +0000/project/multi-camera-cv/<p>Real-time multi-camera system in C++17 using NVIDIA DeepStream SDK and GStreamer, processing 4 or more concurrent video streams at 30+ FPS on NVIDIA Jetson edge devices. PyTorch to ONNX to TensorRT (FP16 and INT8) model conversion pipeline delivered 3x inference speedup, with OpenVINO fallback for Intel hardware. CI/CD with GitHub Actions, Docker deployment, unit tests with Google Test.</p>