You can also integrate OpenCV functions and libraries in DeepStream.ĭeepstream offers the flexibility for rapid prototyping to full production level solutions and greater flexibility by allowing you to choose your inference path. DeepStream ships with various hardware accelerated plugins, see the full list below.ĭeepStream is built for both- developers and enterprises and offers extensive AI model support for popular object detection and segmentation models such as state of the art SSD, YOLO, FasterRCNN, and MaskRCNN. DeepStream brings development flexibility by giving developers the option to develop in C/C++ or Python. Batch size is equivalent to the number of input streams.which is total FPS from the table divide by 30.ĭevelopers can build seamless streaming pipelines for AI-based video, audio and image analytics using DeepStream. Tabulated data is in FPS with 1080p/30fps input. Note that running on the DLAs for Jetson Xavier NX and Jetson AGX Xavier frees up GPU for other tasks. It takes multiple 1080p/30fps streams as input. The following table shows the end-to-end application performance from data ingestion, decoding, image processing to inference. To reduce development efforts and increase throughput, developers can use highly accurate pre-trained models from TAO Toolkit and deploy with DeepStream. NVIDIA’s DeepStream SDK delivers a complete streaming analytics toolkit for AI-based multi-sensor processing, video, audio and image understanding.ĭeepStream is for vision AI developers, software partners, startups and OEMs building IVA apps and services.ĭeepStream is also an integral part of NVIDIA Metropolis, the platform for building end-to-end services and solutions that transform pixel and sensor data to actionable insights.Īchieving Higher Accuracy & Real-Time Performance Using DeepStreamĭeepStream offers exceptional throughput for a wide variety of object detection, image classification and instance segmentation based AI models.

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