New trackers released by Ultralytics 😍 botsort, bytetrack, ocsort,... deepocsort, fasttrack, and tracktrack. Object tracking tells you which object is which across frames. I recently tested the newly released trackers in this demo. Here's what I found. 👇 #tracker #MachineLearning #Researchshow more

Vehicle tracking using Ultralytics YOLO26 👀 In this demo,... I trained the YOLO26 model on a custom dataset and later used an object tracker (Bytetrack) to track the objects in the video file. Note: I also performed testing with Botsort, which is also a good tracker, but it's slow in comparision to Bytetrack. #Tracking #ComputerVision #MachineLearningshow more

Object tracking with FastSAM using Ultralytics Python package 🎉💪... FASTSAM-s model is employed for real-time object detection, combined with botsort object tracking to further boost performance. 🐻 Code link 👇 #FastSAM #MachineLearning #Researchshow more

Football players detection + tracking using Ultralytics YOLO26 ⚽️... It took me 30 minutes to train the YOLO26 model on a custom dataset using Ultralytics Platform. Later, I used the object tracker (Bytetrack) for tracking the players; tracking could be improved further, and I am working on it this week. More info 👇 #soccer #football #MachineLearningshow more

Object detection + tracking + counting using Ultralytics YOLO26... 🚀 👉 Object detection tells you what is in a scene. 👉 Tracking follows each object across video frames. 👉 Counting turns those movements into actionable data. YOLO26 delivers fast, accurate detections, while multi-object tracking maintains unique identities across frames. Add configurable counting lines or regions to measure entries, exits, directional movement, and other real-world traffic metrics. #vehicles #MachineLearning #Highwayshow more

pip install trackers trackers v2.1.0 is out; this release... adds support for ByteTrack, a fast tracking by detection algorithm focused on stable identities under occlusion. link:show more

smart parking demo - RF-DETR - license plate detection... - OC-SORT - multi-object tracking - GLM-OCR - reading license plates on Monday I showed you trackers, yesterday GLM-OCR, today I'm putting everything togethershow more

Introducing All-New Tracker Collections! Each collection features 20 unique... (and sometimes hilarious) trackers, introducing brand-new Account-level and Aspect Trackers. Unlock all three Tracker Collections when you buy the Tracker Syndicate event on April 7! 👇show more

YOLOE-26 released by Ultralytics support text + visual prompts... 🤯 This was a part of the YOLO26 release. It's a zero-shot, promotable model, almost like YOLO-World, but it also offers real-time object segmentation. Highlights👇 #AI #MachineLearning #YOLOEshow more

Instance vs semantic segmentation difference | Ultralytics🚀 🧩Instance segmentation... answers: “Which pixels belong to each object?” 🎨Semantic segmentation answers: “Which pixels belong to each class?” #segmentation #MachineLearning #AIshow more

Animals segmentation & tracking using Ultralytics YOLO26 🫎 How... I created this demo: - Data annotation using Ultralytics Platform. - YOLO26 model training using Platform. - Downloaded the trained model. - Run Inference on video files locally. #animal #ai #MachineLearningshow more

People counting in zones using Ultralytics YOLO26 🧑‍🤝‍🧑 In... this demo, people are moving on elevators. I used a custom-trained YOLO26 model to detect and track each person, then applied the object counting in zones solution to count the number of people within each zone. 🙂 #people #retail #MachineLearningshow more

Newly Released UFO Footage Shows Object Disappearing in a... Flash 🛸⚡👀show more

I zoomed in on the spherical UFO video released... today. 👀 The object stays consistent while moving through the frame. What do you think it is?show more

was tracking this comet and an unidentified object entered... and left the frame. not sure what it is, but i have some working theoriesshow more

RoadScan-AI-Automated-Pothole-Detection-Tracking RoadScan AI is a computer vision system built... to automatically detect and track potholes in road footage — including dashcam, drone, and fixed-camera video. At its core, the system uses a YOLO11n model fine-tuned on a custom pothole dataset, paired with ByteTrack for multi-object tracking. This enables the system to maintain a consistent identity for each pothole across frames rather than treating every detection as a new, isolated event.show more

Ultralytics YOLO11 vs Ultralytics YOLO26: Which one runs faster?... ⚡ Evaluate inference speed and performance across both models in the ONNX format to understand how YOLO26 improves efficiency for real-time computer vision applications. Read more ➡️ #Ultralytics #YOLO26 #AI #Research #ComputerVisionshow more

Strange object captured moving slowly across the sky in... Brazil…. What is this ?show more

Curling stone tracking v1 Olympic Games edition. How I... made this first version: - YOLO for real-time stone detection - ByteTrack (Supervision) for consistent object tracking - SciPy for trajectory smoothing - OpenCV + NumPy for annotation, velocity, direction and acceleration visualization The colors indicate whether the stone is : accelerating → green stable → orange decelerating → redshow more

SAM3 video tracking is so good yesterday: collect data,... train custom object detector, use tracker to estimate object motion - days today: track anything with text prompt - secondsshow more