Loading video...

Video Failed to Load

There was a problem loading this video. This could be due to a temporary network issue or the video might be unavailable.

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 #Research

Muhammad Rizwan Munawar

2,010 subscribers

18,403 views • 1 month ago •via X (Twitter)

Anya Rossi• Live Now

Private livecam show

0 Comments

No comments available

Comments from the original post will appear here

Related Videos

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 #MachineLearning

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 #MachineLearning

Muhammad Rizwan Munawar

16,843 views • 2 months ago

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 #MachineLearning

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 #MachineLearning

Muhammad Rizwan Munawar

42,504 views • 3 months ago

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?????

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?????

PTKAME

23,022 views • 2 months ago

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 👇

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 👇

Justine Moore

24,181 views • 2 months ago

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.✍️

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.✍️

𝔼𝕟𝕟𝕪

26,688 views • 1 month ago

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?

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?

Edwin H. Dande

13,977 views • 2 months ago

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!

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!

jonathan huang

14,879 views • 1 year ago

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 #ufotwitter

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 #ufotwitter

Tom Thompson🛸 (ＣＯＲＴＥＸＺＥＲＯ)

32,330 views • 2 months ago

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: @margommartin

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: @margommartin

Collin Rugg

9,031,924 views • 2 years ago

"What Is This Drone I Saw?" "Spotted an unusual object in the sky over New Jersey—could it be a drone or something more mysterious? Its movement and shape left me questioning. Have you seen anything similar? Share your thoughts below! 🛸🤔" #NewJerseyUFO #UFOSighting2024 #UFOSighting #UFO #AlienSighting #UAP #MysteryInTheSky #Paranormal #SkyWatchers #BreakingNews

"What Is This Drone I Saw?" "Spotted an unusual object in the sky over New Jersey—could it be a drone or something more mysterious? Its movement and shape left me questioning. Have you seen anything similar? Share your thoughts below! 🛸🤔" #NewJerseyUFO #UFOSighting2024 #UFOSighting #UFO #AlienSighting #UAP #MysteryInTheSky #Paranormal #SkyWatchers #BreakingNews

OANASA

84,637 views • 1 year ago

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:

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:

Ilir Aliu

53,911 views • 4 months ago

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 ⬇️

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 ⬇️

MattStaniek

103,937 views • 2 years ago

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.

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.

Jessica Collins

467,998 views • 29 days ago

Yesterday I made this comment and hidetone TekkenDocs asked me what 50/50 and how do I do option select so I want to show this example. After Lili does a DF 3+4 the BT mix game starts, what are my options and how effective are they? If I do a PRECISE side walk right and crouch in the last frames I can beat BT2 which is the mid with more tracking vs side walk right and at the same time beat his best low poke D2. you can also beat bt 12, 14, 4 3+4, 1+2, 3+4, d 3+4, d 3 4 AND if you do it just frame maybe d4 you can still lose only vs bt 34 (homing mid) you cover 10/11 opcions with this specific opcion select

Yesterday I made this comment and hidetone TekkenDocs asked me what 50/50 and how do I do option select so I want to show this example. After Lili does a DF 3+4 the BT mix game starts, what are my options and how effective are they? If I do a PRECISE side walk right and crouch in the last frames I can beat BT2 which is the mid with more tracking vs side walk right and at the same time beat his best low poke D2. you can also beat bt 12, 14, 4 3+4, 1+2, 3+4, d 3+4, d 3 4 AND if you do it just frame maybe d4 you can still lose only vs bt 34 (homing mid) you cover 10/11 opcions with this specific opcion select

leemishima

31,289 views • 1 year ago

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?

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?

Jason Wilde

37,792 views • 4 months ago

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?

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?

Kiber Alla

16,859 views • 16 days ago

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)

David Roberts

64,922 views • 8 months ago

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.

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.

Open Minded Approach

175,156 views • 1 month ago

Building a personal knowledge base for my agents is increasingly where I spend my time these days. Like Andrej Karpathy, I also use Obsidian for my MD vaults. What's different in my approach is that I curate research papers on a daily basis and have actually tuned a Skill for months to find high-signal, relevant papers. I was reviewing and curating papers manually for some time, but now it's all automated as it has gotten so good at capturing what I consider the best of the best. There are so many papers these days, so this is a big deal. You all get to benefit from that with the papers I feature in my timeline and on DAIR.AI. The papers are indexed using tobi lutke qmd cli tool (all of it in markdown files along with useful metadata). So good for semantic search and surfacing insights, unlike anything out there. I am a visual person, so I then started to experiment with how to leverage this personal knowledge base of research papers inside my new interactive artifact generator (mcp tools inside my agent orchestrator system). The result is what you see in the clip. 100s of papers with all sorts of insights visualized. I keep track of research papers daily, so believe me when I tell you that this system is absolutely insane at surfacing insights. This is the result of months of tinkering on how to index research and leverage agent automations for wikification and robust documentation. But this is just the beginning. The visual artifact (which is interactive too) can be changed dynamically as I please. I can prompt my agent to throw any data at it. I can add different views to the data. Different interactions. I feel like this is the most personalized research system I have ever built and used, and it's not even close. The knowledge that the agents are able to surface from this basic setup is already extremely useful as I experiment with new agentic engineering concepts. I feel like this knowledge layer and the higher-level ones I am working on will allow me to maximize other automation tools like autoresearch. The research is only as good as the research questions. And the research questions are only as good as the insights the agents have access to. Where I am spending time now is on how to make this more actionable. I am obsessed about the search problem here. The automations, autoresearch, ralph research loop (I built one months ago) are easier to build but are only as good as what you feed them. Work in progress. More updates soon. Back to building.

Building a personal knowledge base for my agents is increasingly where I spend my time these days. Like Andrej Karpathy, I also use Obsidian for my MD vaults. What's different in my approach is that I curate research papers on a daily basis and have actually tuned a Skill for months to find high-signal, relevant papers. I was reviewing and curating papers manually for some time, but now it's all automated as it has gotten so good at capturing what I consider the best of the best. There are so many papers these days, so this is a big deal. You all get to benefit from that with the papers I feature in my timeline and on DAIR.AI. The papers are indexed using tobi lutke qmd cli tool (all of it in markdown files along with useful metadata). So good for semantic search and surfacing insights, unlike anything out there. I am a visual person, so I then started to experiment with how to leverage this personal knowledge base of research papers inside my new interactive artifact generator (mcp tools inside my agent orchestrator system). The result is what you see in the clip. 100s of papers with all sorts of insights visualized. I keep track of research papers daily, so believe me when I tell you that this system is absolutely insane at surfacing insights. This is the result of months of tinkering on how to index research and leverage agent automations for wikification and robust documentation. But this is just the beginning. The visual artifact (which is interactive too) can be changed dynamically as I please. I can prompt my agent to throw any data at it. I can add different views to the data. Different interactions. I feel like this is the most personalized research system I have ever built and used, and it's not even close. The knowledge that the agents are able to surface from this basic setup is already extremely useful as I experiment with new agentic engineering concepts. I feel like this knowledge layer and the higher-level ones I am working on will allow me to maximize other automation tools like autoresearch. The research is only as good as the research questions. And the research questions are only as good as the insights the agents have access to. Where I am spending time now is on how to make this more actionable. I am obsessed about the search problem here. The automations, autoresearch, ralph research loop (I built one months ago) are easier to build but are only as good as what you feed them. Work in progress. More updates soon. Back to building.

elvis

465,132 views • 4 months ago