ONNXRUNTIME

Understanding ONNX Runtime: Overview, Usage, and Source Code Analysis

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Understanding ONNX Runtime: Overview, Usage, and Source Code Analysis

1. Overview The structure of onnx-runtime is as follows: Overall, this is a heterogeneous model execution framework that first performs hardware-independent graph optimization on the original ONNX model, retrieves the operator library corresponding to the currently supported hardware, then splits the model into multiple sub-models, and finally dispatches them to various hardware platforms for execution. … Read more

Using the RK3588 Chip NPU: Example of Running PPOCRv4 in Windows 11 Docker

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Using the RK3588 Chip NPU: Example of Running PPOCRv4 in Windows 11 Docker

The Objective of This Article This article will practice the PPOCR example in the RKNN Docker environment and deploy it to the RK3588 development board using the adb tool. Development Environment Description Host System: Windows 11 Target Device: Android development board equipped with the RK3588 chip Core Tools: Docker image containing rknn-toolkit2, rknn_model_zoo, and other … Read more

A Step-by-Step Guide to Implementing RMBG Model Inference for Background Removal Using Rust

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A Step-by-Step Guide to Implementing RMBG Model Inference for Background Removal Using Rust

Word count: 1803, reading time approximately 10 minutes Those who have used comfyui should be aware of the stunning effects of the RMBG model for removing image backgrounds. For a long time, it has been one of the best-performing open-source matting models. The RMBG model can achieve hair-level background segmentation, which has significant applications in … Read more

Three Mainstream Deep Learning Model Deployment Frameworks

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Three Mainstream Deep Learning Model Deployment Frameworks

Click the blue text above to follow us WeChat public account:OpenCV Developer Alliance Follow for more knowledge on computer vision and deep learning What do deep learning engineers do? Deep learning has transformed many industries, and deep learning engineers have become high-paying professions. However, there is also a growing trend of internal competition. In the … Read more