Jul 13, 2022Evaluate DeepStream Trackers on KITTI (MOTA, HOTA)Tutorial on how to measure HOTA, MOTA, MOTP in DeepStream trackers utilizing the KITTI Tracking Dataset Code: https://github.com/callmesora/DeepStream-TrackerEval GitHub - callmesora/DeepStream-TrackerEval: Tracker Evaluation Pipeline for the DeepStream SDK This repository is a guide to evaluate DeepStream trackers on the popular KITTI dataset. It follows this methodology…github.com Currently there is no way to evaluate trackers using the DeepStream platform. However we can leverage the metadata from the trackers to evaluate on a tracking dataset. …Object Detection6 min readObject Detection6 min read
Jul 13, 2022BDD100K to YOLOv5 TutorialConvert BDD100K To YOLOV5 PyTorch / Scaled YOLOV4 / YOLOV4 /YOLOX — All the code can be found in Jupyter Notebook format can be found in: https://github.com/callmesora/BDD100K-to-YOLOV5 — — — — — — — — — — — — — — — — — — — — — — — — — — — — — - The Berkeley Deep Drive (BDD)…Object Detection3 min readObject Detection3 min read
Jun 8, 2022DeepStream for IdiotsNVIDIA DeepStream SDK Explained in a simple way DeepStream applications introduce Deep Neural Networks and other complex processing tasks into a stream processing pipeline. This enables near real-time analytics on video and other sensor data. Cameras, for example, are the most deployed IOT sensor currently in use; cameras are found…Deepstream3 min readDeepstream3 min read
Jun 8, 2022NVIDIA Jetson AGX Xavier ExplainedWhy you should buy NVIDIA Jetson AGX Xavier for Computer Vision Deep Learning tasks. Self-driving cars and other autonomous machines benefit from portable compact edge devices. It is not easy to fit a big computer in any type of autonomous system, this is especially true when talking about cars; so…Nvidia Jetson Xavier4 min readNvidia Jetson Xavier4 min read
Jun 8, 2022Object Tracking State of the Art 2022Learn about the current SOTA like ByteTrack, DeepSORT, StrongSORT and OC-SORT First, an introduction will be made to the key metrics used in literature to compare different trackers; after this introduction, a discussion on the SOTA algorithms of object tracking will be conducted. Object detection tries to answer the question…Object Tracking9 min readObject Tracking9 min read
Jun 8, 2022What is the best YOLO?YOLOR vs YOLOv5 vs YOLOX vs Scaled-YOLOv4 What is the best YOLO Object Detection? YOLO series State of the Art 2022 explained. This article is a continuation of my previous two articles: “Object detection State of the Art 2022 “ and “From YOLO to YOLOv4” , be sure to check those out for full context. It is…Yolo6 min readYolo6 min read
Jun 8, 2022From YOLO to YOLOv4YOLO Object detection explained YOLO object detectors have become the State of the Art when it comes to real-time detections. There are multiple YOLOS and all their names can get a little confusion. This blog post aims to give the reader a brief introduction to the YOLO Series and is…Yolo8 min readYolo8 min read
Jun 8, 2022Object Detection State of the Art 2022Object detection has been a hot topic ever since the boom of Deep Learning techniques. This article goes over the most recent state of the art object detectors. First we will start with an introduction to the topic of object detection itself and it’s key metrics. The evolution of object…Object Detection11 min readObject Detection11 min read
