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

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

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

Anyways here's what I was talking about - Recently... I got myself a rebocap which can be use as mocap as well - I tried sourceio and import senko into blender - then I do a little of this and that to see if it worked And this is the result Do you see the VISION?????show more

Controllable image editing is here ✨ This is an... incredibly cool new feature from BlackForestLabsAI - Unofficial. You can erase any object or text from an image - and ONLY that area is regenerated while the rest remains unchanged. Watch what happens when I take out the napkin 👇show more

I found this scripted.😆🤦 I think Sunday Igboho is... heavily involved in this whole charade, and his ultimate plan is the messianic posture the government didn’t grant him. He asked to take charge of the kidnapped rescue, which was turned down. He then ran out of options and issued a threat to the “kidnappers”. Boom, the kids were released. The dots are not hard to connect.✍️show more

Random Jogging shots… 1. During my yesterday jog in... Upperhill, which is our financial district, I came across two spots where sewer is being released into storm water drainage, which will ultimately reach Nairobi Rivers. 2. There is simply no way we are going to deal with cleaning Nairobi Rivers before we deal with Nairobi sewer system and garbage, both end up in the rivers. 3. If this is happening in the financial district, imagine informal settlement?show more

This weekend I found myself completely lost in vibecoding... what I've always wanted to build: A Diablo-like, 2.5D isometric fantasy dungeon crawler (I am not known for my originality) I used Cursor as the IDE and alternated between Grok and Claude Sonnet to build out the code and debug whenever either got stuck. I have zero coding knowledge and this was candidly quite daunting before I started, but when I did start I found the hours whizzing past. I also found myself really enjoying the experience, which is nice. It felt like finding a new hobby. I highly recommend people give this a whirl. The possibilities are limitless and the future is very very bright. All you need is curiosity, willpower, and patience!show more

I found a much cleaner way to browse the... newly released UFO files. The site is called Show Me UFOs, and it is significantly easier to use than the Department of War 🇺🇸 release page. You can sort the files by document type, agency, date, and even explore them through an interactive map. For anyone trying to actually dig through this material instead of just skim headlines, this is a genuinely useful tool. Link is in the attached comment. #ufox #ufotwittershow more

NEW: Trump gets swarmed by Atlanta residents during a... visit at a local Chick-fil-A with one woman coming up and giving him a hug. "I don't care what the media tells you, Mr. Trump. We support you." Trump went into the fast food joint and ordered 30 milkshakes which he then handed out to people in the restaurant. The media hates this. Video: @margommartinshow more

Robots can now reconstruct 3D scenes in real time... from a single RGB camera. [📍 Projects page + paper] No depth sensor. No retraining. 30 FPS. Researchers at the Imperial College London introduced KV-Tracker, a training-free method that makes heavy models like π³ and Depth Anything 3 fast enough for real-time tracking. The idea is simple. These models use global self-attention, which is powerful but computationally expensive. KV-Tracker caches the key and value pairs from selected keyframes and reuses them for new frames. That cache becomes an implicit scene representation. Result: • Up to 30 FPS • 10 to 15x speedup • Accurate 6-DoF tracking on benchmarks like TUM RGB-D and 7-Scenes • Works with monocular RGB only It also supports object-level tracking with masks and allows saving the KV-cache for later reuse. For robotics, this reduces hardware constraints and moves real-time 3D perception closer to practical deployment. Credit to Marwan Taher (Marwan Taher) at Imperial’s Dyson Robotics Lab and many others who contributed to this! 📍 Save projects page + paper for later: Video: ——- if it matters in AI or Robotics you'll read it here first:show more

While I was striking in Windermere yesterday, demanding an... end to sewage pollution, guess what was happening in Ambleside? Ambleside wastewater treatment works was discharging untreated sewage into the River Rothay. This goes into Englands largest lake which sits within a national park and UNESCO world heritage site. This cloudy concoction is full of everything from bacteria, viruses, parasites, to phosphorus. The water industry insists this is 95% freshwater, which, as you can see, is clearly not true. How much was released from this spill? We don’t know, as United Utilities does not collect volumetric data. We need an end to all treated and untreated sewage discharged into Windermere. More can be found here ⬇️show more

Can you tell the difference? I tested the exact... same prompt, same scene, and identical luxury perfume commercial in Seedance 2.0 4k on EaseMate AI_Official , comparing 4K and 1080p output. From the Mediterranean lighting and glass reflections to skin texture and cinematic depth of field, the difference is clear when viewed side by side. Which version would you choose for your next commercial—4K or 1080p? 👇 Prompt in the comments.show more

August 1990, two hikers walking near Calvine in the... Scottish Highlands reported seeing a large, diamond shaped object hovering in the sky. The men claimed the object was metallic and remained stationary for several minutes before blasting upward at high speed. They also reported observing a military jet aircraft in the vicinity, which appeared to circle near the object. It appeared to be a Harrier VTOL jet. One of the hikers photographed the scene, producing a image that later became one of the most discussed UFO photographs in the United Kingdom. The photographs were reportedly submitted to local UK authorities and eventually passed to the Ministry of Defence (MOD). For years, the case was unknown to the public, making people go even more overload government secrecy. Later, a version of one image resurfaced through investigative journalism that I have attached. What do you think this is?show more

New version based on the previous prompt👀 Made in... Higgsfield AI 🧩 Seedance 2.0 Only changed the location + outfit. This time I also wrote the exact lyric timing in the prompt ⏲️ By the way, this is a softer and more emotional take on the same song. Which version do you like more?show more

This type of video animation for a gut supplement... ad would normally cost $500 from your ad agency. I built it in 20 minutes for $10 with this AI system. Here's exactly how I did it: → Ad scripting in Claude → Image generation of digestion track with Fabric → Image to video animation with Fabric → Talking head UGC avatar with Fabric → Edit all clips together & ad captions with CapCut With this tool + system, I can generate 12 variations of this ad concept in an afternoon and be testing all of them by tomorrow morning. By the end of the week, I can see which is driving highest ROAS, and then iterate on the winners again. In a month, I will have tested hundreds of high quality video concepts across dozens of personas. This is how you scale eComm in 2025 and beyond. Those who don't learn how to do this will fall behind and be outcompeted by competitors who do who can outbid you on facebook. If you want access to all the prompts and the tool I used to build this ad: Like, RT, and comment "FABRIC", and I'll dm it to you. (must be following so I can dm)show more

I found another area of interest that the elites... have occupied. This time, it features a large restricted military zone, extensive tunnels and underground facilities. It is located on one of the oldest and most stable cratons, also known as the "survivor continents," and, most importantly, it has one of the strongest magnetic anomalies! Find out the location and the continent by subscribing to my X account or Patreon. This is one of a series of posts in which I reveal what I believe are their safe locations for the event.show more