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Cool video capturing how computer vision can accurately analyze a random basketball game. Some stuff to notice: 1) This is a random court, not one it was trained on. 2) The camera is moving, meaning the model has to calibrate where all the lines are accordingly. 3) It detects... show more

Jason Syversen

2,408 subscribers

14,619 views • 14 days ago •via X (Twitter)

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16 Comments

Alex14 days ago

@SportsVisioAI Ex-college player here but beginning to coach my son. I've dreamed of this. Dual monitors, one with the video the other top down 2d view of plays executing all live with stats being recorded. Excited!

Jason Syversen14 days ago

@SportsVisioAI Follow us and it will be ready to go when your son is! The AI just keeps getting faster and cheaper as we build it, hoping to be realtime by sometime next year Lord willing.

Shawn Becket14 days ago

@SportsVisioAI This is good stuff.

Paul Chen14 days ago

@SportsVisioAI Is this open source?

Jason Syversen14 days ago

@SportsVisioAI No, but we have contributed some code to open source. We spent millions to get this far, building a business around it. But the goal is to be much more affordable than paying humans, only a dollar and change per player or even less!

Risk of Ruin Podcast14 days ago

@SportsVisioAI how many frames per second to get this result?

Jason Syversen14 days ago

@SportsVisioAI We like 30 fps but can go down to 24 without much degradation. Below that it gets dicey and you start to really see the accuracy fall off as you head downwards. 1080p video is also ideal but we can handle 720, again below that you see real performance impact

Risk of Ruin Podcast14 days ago

@SportsVisioAI thx. sorry i should have asked how many frames are you actually achieving on analysis/inference? assume with 10 players and a ball you are not at real time?

Jason Syversen14 days ago

@SportsVisioAI Sorry I don’t understand the question. We are processing ALL the frames. An hour game takes us about 6 hours to process (down from 22!) and we are trying to get to realtime next year.

Risk of Ruin Podcast14 days ago

@SportsVisioAI Thank you that’s what I was trying to ask. Appreciate it

The Footy Network13 days ago

@SportsVisioAI how do you keep the track the metrics of each player and are you storing them in a relational database?

HappyVolley14 days ago

@SportsVisioAI How do you do ball possession to players? Is it box overlap or distance to nearest player center? How would you tackle adding the ball to the homography chart?

Jason Syversen14 days ago

We built a ton of custom tracking algorithms. Player tracking, ball tracking, possession tracking, jersey detection, action detection, line detection, etc. Each one was specially trained for that task against our training corpus. We have over 30,000 full games with video and over 100,000 in total now just for basketball. We actually have a crude model showing it on the homography chart, the player with the yellow circle around them.

Jatin Mahajan (Johnathan)13 days ago

Love it that people are seeing and brining full potential of ML and CV, Building Similar for Canadian practice games/ sessions, Just reaching good level of Detection + Segmentation + OCR + Team Association actually took me around 3-4 months as a Solo Researcher and Developer. Built it by finetuning the fully open sourced model within our domain.. Also for saving compute resources, I use sam segmentation to segment the Court for scoring system just before the x second of identifying a Make / Miss event.. : ) .. Rn not keeping track of positions.. But I just explored the PTZ for panning camera, and Yes we can create a whole court Panorma and use SIFT for player Position/ feet detection. Its gonna be fun

Brian Raney13 days ago

@SportsVisioAI Got anything for field hockey? I’m two years out from needing this.

Jason Syversen13 days ago

@SportsVisioAI Not yet but always interested in what new sports to pursue. We do volleyball also currently, and have prototypes for baseball and tennis. Have a lot of requests for lacrosse and flag football, and of course soccer comes up a lot too

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146,113 views • 8 months ago

Nick Wright says the Spurs lost the championship on Wednesday night: “LeBron James is not walking through that door. They are not coming back from down 3-1. They are to me about as dead as a team that was down 3-0. And part of that is because I do not think they are better than the Knicks, I know they aren’t more clutch or better at executing down the stretch than the Knicks. And there is no lead the Spurs can get out to where the Knicks in game 5 where the Knicks will be nervous or the Spurs will be comfortable.” (Via What’s Wright? with Nick Wright)

Nick Wright says the Spurs lost the championship on Wednesday night: “LeBron James is not walking through that door. They are not coming back from down 3-1. They are to me about as dead as a team that was down 3-0. And part of that is because I do not think they are better than the Knicks, I know they aren’t more clutch or better at executing down the stretch than the Knicks. And there is no lead the Spurs can get out to where the Knicks in game 5 where the Knicks will be nervous or the Spurs will be comfortable.” (Via What’s Wright? with Nick Wright)

NBA Courtside

54,082 views • 3 months ago

🚨 BREAKING: Virginia Democrat lawmakers are moving to pass a 10 DEMOCRAT, 1 REPUBLICAN 2026 Congressional map Virginia currently has 6 Democrats and 5 Republicans — this is a D+4 shift Lawmakers said they will be releasing their official map shortly ABSOLUTE MADNESS. THIS is why Indiana should've redistricted. Are you happy, RINO traitors?! This MUST fail and be struck down in the courts! The below map is just ONE of multiple floated maps. It is not the official one, but it is also only 1 Republican seat.

🚨 BREAKING: Virginia Democrat lawmakers are moving to pass a 10 DEMOCRAT, 1 REPUBLICAN 2026 Congressional map Virginia currently has 6 Democrats and 5 Republicans — this is a D+4 shift Lawmakers said they will be releasing their official map shortly ABSOLUTE MADNESS. THIS is why Indiana should've redistricted. Are you happy, RINO traitors?! This MUST fail and be struck down in the courts! The below map is just ONE of multiple floated maps. It is not the official one, but it is also only 1 Republican seat.

Eric Daugherty

530,919 views • 7 months ago

This is not a highlight reel. It is a roadmap. David Gokhshtein and Keith D break down where liquidity is moving and why narratives are late. Institutions are positioning. Regulation is unlocking scale. Most people will notice after the move.

This is not a highlight reel. It is a roadmap. David Gokhshtein and Keith D break down where liquidity is moving and why narratives are late. Institutions are positioning. Regulation is unlocking scale. Most people will notice after the move.

Kyle Chassé 🐸

70,887 views • 8 months ago

NIL is reshaping college hoops, and Scott Drew is breaking it ALL down 👀💰 TUNE IN to this episode of The Hoops HQ Show to hear how the NIL era is impacting recruiting, the transfer portal, and the future of the game 🎙️🏀

NIL is reshaping college hoops, and Scott Drew is breaking it ALL down 👀💰 TUNE IN to this episode of The Hoops HQ Show to hear how the NIL era is impacting recruiting, the transfer portal, and the future of the game 🎙️🏀

Hoops HQ

25,597 views • 4 months ago