2023's Must-Know Object Tracking Models: A Hysterical Deep Dive into the Future of Computer Vision

ai in computer vision deep learning machine learning object detection object tracking May 01, 2023

Ladies and gentlemen, nerds of all ages, gather 'round for an exhilarating, roller-coaster ride into the wacky world of object tracking! Now, I know what you're thinking: "Object tracking? Isn't that what my cat does when it stares at a laser pointer?" Well, you're not entirely wrong, but today, we're diving deep into the realm of computer vision, where robots and AI do the staring.

But before we get started, let me introduce myself. I'm Ritz, the mad scientist of computer programming and robotics, here to guide you through the maze of object-tracking models, techniques, and architectures that are currently dominating the scene in 2023. So, buckle up, grab your safety goggles, and prepare for a wild ride!

The Magical World of Object Tracking

First off, let's break down the basics. Object tracking is like playing "Where's Waldo?" with a computer, but instead of finding Waldo, we're finding, well, anything really. From cars to cats to rogue shopping carts, object tracking helps us keep tabs on all the moving objects in a video. It's like having a superpower that allows you to stalk your favorite objects but without the creepy factor.

Now, onto the stars of the show: the top object tracking models and techniques of 2023 including both old and new.


The FairMOT – or How I Learned to Stop Worrying and Love the Tracker

FairMOT is a one-shot multi-object tracker that's so good, it can track objects like a seasoned private investigator with a PhD in computer vision. It uses the Resnet-34 architecture as its backbone, because who doesn't love a little extra support?

But wait, there's more! FairMOT took a long, hard look at the flaws of other trackers and said, "Not today, Satan!" It bravely ditched the anchor-based approach and went anchor-free, like a rebellious teenager leaving home to pursue their dreams.


DeepSort – The Classic, like Fine Wine or Those Old Nokia Phones

DeepSort is like the Nokia 3310 of object tracking – it's been around for a while and it's tough as nails. It's a classic that relies on detection, embedding, and association to track objects with the precision of a seasoned ninja. If DeepSort were a person, it would probably be that one friend who always knows where everyone is at a party.


StrongSORT – The Incredible Hulk of Trackers

StrongSORT is like DeepSort's bigger, badder sibling, after hitting the gym and chugging protein shakes. This upgraded version tackled DeepSort's weaknesses and set new records on the MOT17 and MOT20 leaderboards.

But StrongSORT didn't stop there. It also brought along two lightweight sidekicks – plug-and-play algorithms that make refining tracking results a breeze. Talk about a superhero squad!


NorFair – The Underdog That Packs a Punch

Let's shine a spotlight on NorFair, the unsung hero and Rocky Balboa of tracking libraries. As a lightweight Python library, NorFair focuses on simplicity, modularity, and customizability, empowering users to create their own object-tracking systems without needing a Ph.D. in computer science. Its accessible nature means that both seasoned developers and curious hobbyists can take advantage of NorFair's user-friendly approach to build tracking applications tailored to their specific needs.

Whether it's keeping tabs on a fleet of robot vacuum cleaners or monitoring wildlife in your backyard, NorFair's simple, modular components make assembling custom tracking systems a breeze. As AI and computer vision continue to advance, we can expect great things from this lightweight, versatile library, which is perfectly suited for the ever-evolving world of object tracking. Who knows what incredible applications await us as NorFair continues to grow and adapt to the changing landscape of technology?


The Wild, Wacky, and Wonderful Applications of Object Tracking

So, what can you do with all this object-tracking goodness? The possibilities are endless! From tracking rogue drones to keeping tabs on your Roomba, object tracking is here to make your life a little easier and a whole lot more entertaining.

Want to create a robotic pet that follows you around like a lost puppy? Object tracking can help! How about a smart security system that tracks intruders in real-time? Object tracking's got you covered. The only limit is your imagination (and, you know, the laws of physics).


The Future of Object Tracking – Sky's the Limit!

As we wrap up this wild ride through the world of object tracking, let's take a moment to imagine the future. With the rapid advancements in AI and computer vision, who knows what amazing, hilarious, and downright bizarre applications await us in the years to come? 

Will we see flying Roombas that track and clean up airborne dust? Self-driving shopping carts that follow you around the store? Or maybe even a robot that tracks and delivers pizza directly to your face? The future is bright, my friends, and I, for one, can't wait to see what object tracking has in store for us.

By the way, listen up! Are you tired of scrolling through endless tutorials, only to find outdated or lackluster ideas? Well, fear not! We've got some incredibly spicy courses on YOLOv8 that cover both detection and tracking using the latest, greatest tracking models. You heard that right, folks – the cutting edge of object tracking is just a click away! So, do yourself a favor and swing on over to www.augmentedstartups.com/store to dive into the world of next-gen object tracking.


Ready to up your computer vision game? Are you ready to harness the power of YOLO-NAS in your projects? Don't miss out on our upcoming YOLOv8 course, where we'll show you how to easily switch the model to YOLO-NAS using our Modular AS-One library. The course will also incorporate training so that you can maximize the benefits of this groundbreaking model. Sign up HERE to get notified when the course is available: https://www.augmentedstartups.com/YOLO+SignUp. Don't miss this opportunity to stay ahead of the curve and elevate your object detection skills! We are planning on launching this within weeks, instead of months because of AS-One, so get ready to elevate your skills and stay ahead of the curve!

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