In this tutorial, you will learn how to monitor the availability of Edge containers and perform automatic restarts when the node goes down.
Google Vertex AI/AutoML Vision Edge GPU Container Deployment with Docker-Compose & Health Check
Post Category → Machine Learning
Compile YOLOv4 with OpenMP on macOS High Sierra 10.13
Using OpenMP can improve the performance of YOLO, but turning on this option on macOS High Sierra 10.13 will cause the compilation process to fail. This article was written on 2020-12-02.
Continue readingYCB-Video dataset Download Mirror (YOLO labels & weights)
The YCB-Video dataset contributed by PoseCNN is based on the YCB dataset. 21 objects are selected, and photographed with an RGBD camera to make 92 videos. The entire data set contains 133827 frames.
The YCB-Video dataset is a little hard to download from Google Drive. Because it only consists of a super large compressed file (256GB) and does not support resumable transmission. Once the download fails, you will face an rate limitation (usually 24 hours) and have to download again from the first byte!😭
So I used sub-volume compression, each file is round 10GB in size with a verifiable hash. Although multi-threaded downloading is still not allowed, at least you can re-download from a sub-volume instead of the whole. Furthermore, I added text labels for YOLO training to each image under the data folder.
Continue readingTry Yolov4 in 5 minutes
Thanks for the great work of neverleave0916 who created the docker image of yolov4!
Without the need of a local superpower graphics card. You can use Vast.ai to try yolov4 rapidly. Vasi.ai is a online platform that provides GPU rental services at a good value.
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