About This Release
This release introduces significant updates and new features for the DeepStream SDK, enhancing capabilities for AI and intelligent video analytics applications. Key highlights include support for Triton 22.09 and 23.01, improved DeepSORT tracker, REST API integration, and LIDAR support.
What's New
- Enhanced support for Triton inference server versions.
- Introduction of DeepSORT tracker and REST API for pipeline control.
- Added LIDAR support and enhancements for dewarper functionality.
- New nvdsxfer plugin for multi-GPU communication via NVLink.
- Performance optimizations and improved trackers like NVDCF.
- GPU-based drawing capabilities for visual elements.
- Integration with NVIDIA TAO toolkit models.
- New sample applications demonstrating various features like Lidar inference and Can orientation detection.
Key Features and Updates
- DS 6.2: Features support for the latest Triton versions and Jetson package updates.
- Graph Composer 2.5: Offers an improved UI, graph runtime, and tools for building and managing AI pipelines.
- Documentation: Comprehensive guides are available, including the Developer Guide, API Reference, and Python API Reference.
Important Notes and Limitations
- Details on limitations such as V4L2 codec instance limits and specific configuration requirements are provided.
- Information on deploying applications in Docker containers and integrating with Azure IoT Edge is included.
- Guidance on installing DeepStream on Jetson and using Triton Inference Server with various frameworks like TensorRT, TensorFlow, ONNX, and PyTorch is available.
