TNN
dlstreamer
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| TNN | dlstreamer | |
|---|---|---|
| 1 | 2 | |
| 4,281 | 498 | |
| 1.1% | 2.8% | |
| 2.5 | 3.3 | |
| 6 days ago | 22 days ago | |
| C++ | C++ | |
| GNU General Public License v3.0 or later | MIT License |
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TNN
dlstreamer
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What is the best model and approach to identify a car model? Is a YOLO a good choice for that or is it better to user YOLO or RCNN or darknet for object detection and then use somethin like resnet152 to predict the exact model?
If you want object detection, classification (car models in your case) as well as tracking them, before getting your feet wet on model selection viz., Yolo, RCNN etc, check out Intel DLStreamer which uses GStreamer as the back end.... It uses Intel OpenVINO for inferencing and custom plugins for detection/classification and tracking also.... Intel has a big model zoo of pre-trained models, which can do the task of identifying the car models..... https://github.com/dlstreamer/dlstreamer
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How would you approach hosting real time detection model in server/cloud?
https://github.com/dlstreamer/dlstreamer based on gstreamer
What are some alternatives?
MNN - MNN is a blazing fast, lightweight deep learning framework, battle-tested by business-critical use cases in Alibaba
vokoscreenNG - vokoscreenNG is a powerful screencast creator in many languages to record the screen, an area or a window (Linux only). Recording of audio from multiple sources is supported. With the built-in camera support, you can make your video more personal. Other tools such as systray, magnifying glass, countdown, timer, Showclick and Halo support will help
Stable-Diffusion-NCNN - Stable Diffusion in NCNN with c++, supported txt2img and img2img
ncnn - ncnn is a high-performance neural network inference framework optimized for the mobile platform
libfacedetection - An open source library for face detection in images. The face detection speed can reach 1000FPS.
AACS - Android Auto Server encapsulates communication with modern car infotainment system
EAST - A tensorflow implementation of EAST text detector
nulloy - Music player with a waveform progress bar
FastDeploy - ⚡️An Easy-to-use and Fast Deep Learning Model Deployment Toolkit for ☁️Cloud 📱Mobile and 📹Edge. Including Image, Video, Text and Audio 20+ main stream scenarios and 150+ SOTA models with end-to-end optimization, multi-platform and multi-framework support.
openvino - OpenVINO™ is an open-source toolkit for optimizing and deploying AI inference
AppleNeuralHash2ONNX - Convert Apple NeuralHash model for CSAM Detection to ONNX.